DAV-R_project
Rofida & Walaa & Mai
2023-03-14
#We choose RNAseq (HiSeq, Gene Level) dataset from TCGA.
#It was 1024 rows (Samples) and 20156 columns (Genes).
#And the clinical data was 1097 rows(Samples ) and 21 columns(features).
#Our aims:-
# We will clean data
# we will normalize data
# We will remove nas and make imputation
# we will select some features and see the stastical anlysis
# and after extracting degs we will make enrichment analysis and see
# the pathwaysR Markdown
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library(tidyverse) # loads the tidyverse package## Warning: package 'tibble' was built under R version 4.2.3## Warning: package 'dplyr' was built under R version 4.2.3## ── Attaching core tidyverse packages ──────────────────────── tidyverse 2.0.0 ──
## ✔ dplyr 1.1.1 ✔ readr 2.1.4
## ✔ forcats 1.0.0 ✔ stringr 1.5.0
## ✔ ggplot2 3.4.1 ✔ tibble 3.2.1
## ✔ lubridate 1.9.2 ✔ tidyr 1.3.0
## ✔ purrr 1.0.1
## ── Conflicts ────────────────────────────────────────── tidyverse_conflicts() ──
## ✖ dplyr::filter() masks stats::filter()
## ✖ dplyr::lag() masks stats::lag()
## ℹ Use the ]8;;http://conflicted.r-lib.org/conflicted package]8;; to force all conflicts to become errorslibrary(dplyr)
library(ggplot2)#Load data
clinical_data <- read.table("C://Users//Fix-Dell//Downloads//Data//Human__TCGA_BRCA__MS__Clinical__Clinical__01_28_2016__BI__Clinical__Firehose.tsi.txt", header=TRUE, na.strings=c("NA","NaN", ""),row.names=1, sep="\t")
rna_seq_data <- read.table("C://Users//Fix-Dell//Downloads//Data//Human__TCGA_BRCA__UNC__RNAseq__HiSeq_RNA__01_28_2016__BI__Gene__Firehose_RSEM_log2.cct.txt", header = TRUE, row.names = 1)clinical_data=t(clinical_data)
rna_seq_data =t(rna_seq_data )
clinical_data <- cbind(Row.Names=row.names(clinical_data), clinical_data )
rownames(clinical_data) <-NULL
head(clinical_data[1:5,1:5])## Row.Names years_to_birth Tumor_purity pathologic_stage
## [1,] "TCGA.5L.AAT0" "42" "0.6501" "stageii"
## [2,] "TCGA.5L.AAT1" "63" "0.5553" "stageiv"
## [3,] "TCGA.A1.A0SP" "40" "0.6913" "stageii"
## [4,] "TCGA.A2.A04V" "39" "0.8341" "stageii"
## [5,] "TCGA.A2.A04Y" "53" "0.7318" "stageii"
## pathology_T_stage
## [1,] "t2"
## [2,] "t2"
## [3,] "t2"
## [4,] "t2"
## [5,] "t2"# class(clinical_data)
clinical_data=as.data.frame(clinical_data)
rna_seq_data <- cbind(Row.Names=row.names(rna_seq_data), rna_seq_data )
rownames(rna_seq_data) <-NULL
head(rna_seq_data[1:5,1:5])## Row.Names A1BG A1CF A2BP1 A2LD1
## [1,] "TCGA.3C.AAAU" "7.63" "0" "0" "6.6999"
## [2,] "TCGA.3C.AALI" "7.8971" "0" "0" "6.1672"
## [3,] "TCGA.3C.AALJ" "8.7287" "0.931" "0" "7.3422"
## [4,] "TCGA.3C.AALK" "7.5851" "0" "0" "5.9888"
## [5,] "TCGA.4H.AAAK" "8.0762" "0.5115" "2.272" "7.2796"# class(rna_seq_data)
#to convert it to dataframe
rna_seq_data=as.data.frame(rna_seq_data)
#############we have a problem, the dim is not equal
dim(rna_seq_data)## [1] 1093 20156dim(clinical_data)## [1] 1097 21# We choose RNAseq (HiSeq, Gene Level) dataset from TCGA.
# It was 1024 rows (Samples) and 20156 columns (Genes).
# And the clinical data was 1097 rows(Samples ) and 21 columns(features).
# So we have a problem, the dim is not equal.library(tidyr)
library(dplyr)
# Check missingness in clinical data
clinical_data %>% summarize_all(~sum(is.na(.)))#found alot ## Row.Names years_to_birth Tumor_purity pathologic_stage pathology_T_stage
## 1 0 15 11 22 3
## pathology_N_stage pathology_M_stage histological_type number_of_lymph_nodes
## 1 20 163 2 168
## PAM50 ER.Status PR.Status HER2.Status gender radiation_therapy race ethnicity
## 1 271 993 992 993 0 95 96 174
## Median_overall_survival overall_survival status overallsurvival
## 1 42 42 42 0#AS WE DEAL WITH PROJECT'S TEAM WE WILL KEEP (COLUMNS # 1,2,3,5,8,14,19)
clinical_data1=clinical_data[ , -c(4,6,7,9,10,11,12,13,15,16,17,18,20,21)]
rownames(clinical_data1) <-NULL
####i want to remove rows that have NA in my data
# str(clinical_data1)
my_data1 <- clinical_data1[rowSums(is.na(clinical_data1[, c("years_to_birth", "Tumor_purity","pathology_T_stage","histological_type","overall_survival")])) == 0, ]
dim(my_data1)#1025/7## [1] 1025 7#############################TO CONFIRM
my_data1 %>% summarize_all(~sum(is.na(.)))## Row.Names years_to_birth Tumor_purity pathology_T_stage histological_type
## 1 0 0 0 0 0
## gender overall_survival
## 1 0 0#########
# find the common samples between the two data frames
common_samples <- intersect(my_data1$Row.Names, rna_seq_data$Row.Names)
# subset both data frames to include only the common samples
my_data1 <- subset(my_data1, Row.Names %in% common_samples)
rna_seq_data <- subset(rna_seq_data, Row.Names %in% common_samples)
################
# Check missingness in RNA seq data
rna_seq_data %>% summarize_all(~sum(is.na(.)))#Nothing found## Row.Names A1BG A1CF A2BP1 A2LD1 A2ML1 A2M A4GALT A4GNT AAA1 AAAS AACSL AACS
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## AADACL2 AADACL3 AADACL4 AADAC AADAT AAGAB AAK1 AAMP AANAT AARS2 AARSD1 AARS
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## AASDHPPT AASDH AASS AATF AATK ABAT ABCA10 ABCA11P ABCA12 ABCA13 ABCA17P ABCA1
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## ABCA2 ABCA3 ABCA4 ABCA5 ABCA6 ABCA7 ABCA8 ABCA9 ABCB10 ABCB11 ABCB1 ABCB4
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## ABCB5 ABCB6 ABCB7 ABCB8 ABCB9 ABCC10 ABCC11 ABCC12 ABCC13 ABCC1 ABCC2 ABCC3
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## ABCC4 ABCC5 ABCC6P1 ABCC6P2 ABCC6 ABCC8 ABCC9 ABCD1 ABCD2 ABCD3 ABCD4 ABCE1
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## ABCF1 ABCF2 ABCF3 ABCG1 ABCG2 ABCG4 ABCG5 ABCG8 ABHD10 ABHD11 ABHD12B ABHD12
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## ABHD13 ABHD14A ABHD14B ABHD15 ABHD1 ABHD2 ABHD3 ABHD4 ABHD5 ABHD6 ABHD8 ABI1
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## ABI2 ABI3BP ABI3 ABL1 ABL2 ABLIM1 ABLIM2 ABLIM3 ABO ABP1 ABRA ABR ABT1 ABTB1
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## ABTB2 ACAA1 ACAA2 ACACA ACACB ACAD10 ACAD11 ACAD8 ACAD9 ACADL ACADM ACADSB
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## ACADS ACADVL ACAN ACAP1 ACAP2 ACAP3 ACAT1 ACAT2 ACBD3 ACBD4 ACBD5 ACBD6 ACBD7
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## ACCN1 ACCN2 ACCN3 ACCN4 ACCN5 ACCSL ACCS ACD ACE2 ACER1 ACER2 ACER3 ACE ACHE
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## ACIN1 ACLY ACMSD ACN9 ACO1 ACO2 ACOT11 ACOT12 ACOT13 ACOT1 ACOT2 ACOT4 ACOT6
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## ACOT7 ACOT8 ACOT9 ACOX1 ACOX2 ACOX3 ACOXL ACP1 ACP2 ACP5 ACP6 ACPL2 ACPP ACPT
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## ACRBP ACRC ACRV1 ACR ACSBG1 ACSBG2 ACSF2 ACSF3 ACSL1 ACSL3 ACSL4 ACSL5 ACSL6
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## ACSM1 ACSM2A ACSM2B ACSM3 ACSM4 ACSM5 ACSS1 ACSS2 ACSS3 ACTA1 ACTA2 ACTBL2
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## ACTB ACTC1 ACTG1 ACTG2 ACTL6A ACTL6B ACTL7A ACTL7B ACTL8 ACTL9 ACTN1 ACTN2
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## ACTN3 ACTN4 ACTR10 ACTR1A ACTR1B ACTR2 ACTR3B ACTR3C ACTR3 ACTR5 ACTR6 ACTR8
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## ACTRT1 ACTRT2 ACVR1B ACVR1C ACVR1 ACVR2A ACVR2B ACVRL1 ACY1 ACY3 ACYP1 ACYP2
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## ADAD1 ADAD2 ADAL ADAM10 ADAM11 ADAM12 ADAM15 ADAM17 ADAM18 ADAM19 ADAM20
## 1 0 0 0 0 0 0 0 0 0 0 0
## ADAM21P1 ADAM21 ADAM22 ADAM23 ADAM28 ADAM29 ADAM2 ADAM30 ADAM32 ADAM33 ADAM3A
## 1 0 0 0 0 0 0 0 0 0 0 0
## ADAM5P ADAM6 ADAM7 ADAM8 ADAM9 ADAMDEC1 ADAMTS10 ADAMTS12 ADAMTS13 ADAMTS14
## 1 0 0 0 0 0 0 0 0 0 0
## ADAMTS15 ADAMTS16 ADAMTS17 ADAMTS18 ADAMTS19 ADAMTS1 ADAMTS20 ADAMTS2 ADAMTS3
## 1 0 0 0 0 0 0 0 0 0
## ADAMTS4 ADAMTS5 ADAMTS6 ADAMTS7 ADAMTS8 ADAMTS9 ADAMTSL1 ADAMTSL2 ADAMTSL3
## 1 0 0 0 0 0 0 0 0 0
## ADAMTSL4 ADAMTSL5 ADAP1 ADAP2 ADARB1 ADARB2 ADAR ADAT1 ADAT2 ADAT3 ADA ADCK1
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## ADCK2 ADCK4 ADCK5 ADCY10 ADCY1 ADCY2 ADCY3 ADCY4 ADCY5 ADCY6 ADCY7 ADCY8
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## ADCY9 ADCYAP1R1 ADCYAP1 ADC ADD1 ADD2 ADD3 ADH1A ADH1B ADH1C ADH4 ADH5 ADH6
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## ADH7 ADHFE1 ADI1 ADIG ADIPOQ ADIPOR1 ADIPOR2 ADK ADM2 ADM ADNP2 ADNP ADORA1
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## ADORA2A ADORA2B ADORA3 ADO ADPGK ADPRHL1 ADPRHL2 ADPRH ADRA1A ADRA1B ADRA1D
## 1 0 0 0 0 0 0 0 0 0 0 0
## ADRA2A ADRA2B ADRA2C ADRB1 ADRB2 ADRB3 ADRBK1 ADRBK2 ADRM1 ADSL ADSSL1 ADSS
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## AEBP1 AEBP2 AEN AES AFAP1L1 AFAP1L2 AFAP1 AFARP1 AFF1 AFF2 AFF3 AFF4 AFG3L1
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## AFG3L2 AFMID AFM AFP AFTPH AG2 AGAP11 AGAP1 AGAP2 AGAP3 AGAP4 AGAP5 AGAP6
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## AGAP7 AGAP8 AGA AGBL1 AGBL2 AGBL3 AGBL4 AGBL5 AGER AGFG1 AGFG2 AGGF1 AGK AGL
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## AGMAT AGPAT1 AGPAT2 AGPAT3 AGPAT4 AGPAT5 AGPAT6 AGPAT9 AGPHD1 AGPS AGR2 AGR3
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## AGRN AGRP AGTPBP1 AGTR1 AGTR2 AGTRAP AGT AGXT2L1 AGXT2L2 AGXT2 AGXT AHCTF1
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## AHCYL1 AHCYL2 AHCY AHDC1 AHI1 AHNAK2 AHNAK AHRR AHR AHSA1 AHSA2 AHSG AHSP
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## AICDA AIDA AIF1L AIF1 AIFM1 AIFM2 AIFM3 AIG1 AIM1L AIM1 AIM2 AIMP1 AIMP2
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## AIPL1 AIP AIRE AJAP1 AK1 AK2 AK3L1 AK3 AK5 AK7 AKAP10 AKAP11 AKAP12 AKAP13
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## AKAP14 AKAP1 AKAP2 AKAP3 AKAP4 AKAP5 AKAP6 AKAP7 AKAP8L AKAP8 AKAP9 AKD1
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## AKIRIN1 AKIRIN2 AKNAD1 AKNA AKR1A1 AKR1B10 AKR1B15 AKR1B1 AKR1C1 AKR1C2
## 1 0 0 0 0 0 0 0 0 0 0
## AKR1C3 AKR1C4 AKR1CL1 AKR1D1 AKR1E2 AKR7A2 AKR7A3 AKR7L AKT1S1 AKT1 AKT2 AKT3
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## AKTIP ALAD ALAS1 ALAS2 ALB ALCAM ALDH16A1 ALDH18A1 ALDH1A1 ALDH1A2 ALDH1A3
## 1 0 0 0 0 0 0 0 0 0 0 0
## ALDH1B1 ALDH1L1 ALDH1L2 ALDH2 ALDH3A1 ALDH3A2 ALDH3B1 ALDH3B2 ALDH4A1 ALDH5A1
## 1 0 0 0 0 0 0 0 0 0 0
## ALDH6A1 ALDH7A1 ALDH8A1 ALDH9A1 ALDOA ALDOB ALDOC ALG10B ALG10 ALG11 ALG12
## 1 0 0 0 0 0 0 0 0 0 0 0
## ALG13 ALG14 ALG1L2 ALG1L ALG1 ALG2 ALG3 ALG5 ALG6 ALG8 ALG9 ALKBH1 ALKBH2
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## ALKBH3 ALKBH4 ALKBH5 ALKBH6 ALKBH7 ALKBH8 ALK ALLC ALMS1P ALMS1 ALOX12B
## 1 0 0 0 0 0 0 0 0 0 0 0
## ALOX12P2 ALOX12 ALOX15B ALOX15 ALOX5AP ALOX5 ALOXE3 ALPI ALPK1 ALPK2 ALPK3
## 1 0 0 0 0 0 0 0 0 0 0 0
## ALPL ALPPL2 ALPP ALS2CL ALS2CR11 ALS2CR12 ALS2CR4 ALS2CR8 ALS2 ALX1 ALX3 ALX4
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## AMAC1L2 AMAC1L3 AMAC1 AMACR AMBN AMBP AMBRA1 AMD1 AMDHD1 AMDHD2 AMELX AMFR
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## AMHR2 AMH AMICA1 AMIGO1 AMIGO2 AMIGO3 AMMECR1L AMMECR1 AMN1 AMN AMOTL1 AMOTL2
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## AMOT AMPD1 AMPD2 AMPD3 AMPH AMTN AMT AMY1A AMY2A AMY2B AMZ1 AMZ2P1 AMZ2
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## ANAPC10 ANAPC11 ANAPC13 ANAPC16 ANAPC1 ANAPC2 ANAPC4 ANAPC5 ANAPC7 ANGEL1
## 1 0 0 0 0 0 0 0 0 0 0
## ANGEL2 ANGPT1 ANGPT2 ANGPT4 ANGPTL1 ANGPTL2 ANGPTL3 ANGPTL4 ANGPTL5 ANGPTL6
## 1 0 0 0 0 0 0 0 0 0 0
## ANGPTL7 ANG ANK1 ANK2 ANK3 ANKAR ANKDD1A ANKFN1 ANKFY1 ANKHD1-EIF4EBP3 ANKHD1
## 1 0 0 0 0 0 0 0 0 0 0 0
## ANKH ANKIB1 ANKK1 ANKLE1 ANKLE2 ANKMY1 ANKMY2 ANKRA2 ANKRD10 ANKRD11 ANKRD12
## 1 0 0 0 0 0 0 0 0 0 0 0
## ANKRD13A ANKRD13B ANKRD13C ANKRD13D ANKRD16 ANKRD17 ANKRD19 ANKRD1 ANKRD20A3
## 1 0 0 0 0 0 0 0 0 0
## ANKRD20A4 ANKRD20B ANKRD22 ANKRD23 ANKRD24 ANKRD26P1 ANKRD26 ANKRD27 ANKRD28
## 1 0 0 0 0 0 0 0 0 0
## ANKRD29 ANKRD2 ANKRD30A ANKRD30B ANKRD31 ANKRD32 ANKRD33 ANKRD34A ANKRD34B
## 1 0 0 0 0 0 0 0 0 0
## ANKRD34C ANKRD35 ANKRD36BP1 ANKRD36B ANKRD36 ANKRD37 ANKRD39 ANKRD40 ANKRD42
## 1 0 0 0 0 0 0 0 0 0
## ANKRD43 ANKRD44 ANKRD45 ANKRD46 ANKRD49 ANKRD50 ANKRD52 ANKRD53 ANKRD54
## 1 0 0 0 0 0 0 0 0 0
## ANKRD55 ANKRD56 ANKRD57 ANKRD58 ANKRD5 ANKRD6 ANKRD7 ANKRD9 ANKS1A ANKS1B
## 1 0 0 0 0 0 0 0 0 0 0
## ANKS3 ANKS4B ANKS6 ANKZF1 ANLN ANO10 ANO1 ANO2 ANO3 ANO4 ANO5 ANO6 ANO7 ANO8
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## ANO9 ANP32A ANP32B ANP32C ANP32D ANP32E ANPEP ANTXR1 ANTXR2 ANTXRL ANUBL1
## 1 0 0 0 0 0 0 0 0 0 0 0
## ANXA10 ANXA11 ANXA13 ANXA1 ANXA2P1 ANXA2P2 ANXA2P3 ANXA2 ANXA3 ANXA4 ANXA5
## 1 0 0 0 0 0 0 0 0 0 0 0
## ANXA6 ANXA7 ANXA8L1 ANXA8L2 ANXA8 ANXA9 AOAH AOC2 AOC3 AOX1 AOX2P AP1AR AP1B1
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## AP1G1 AP1G2 AP1M1 AP1M2 AP1S1 AP1S2 AP1S3 AP2A1 AP2A2 AP2B1 AP2M1 AP2S1 AP3B1
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## AP3B2 AP3D1 AP3M1 AP3M2 AP3S1 AP3S2 AP4B1 AP4E1 AP4M1 AP4S1 APAF1 APBA1 APBA2
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## APBA3 APBB1IP APBB1 APBB2 APBB3 APC2 APCDD1L APCDD1 APCS APC APEH APEX1 APEX2
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## APH1A APH1B API5 APIP APITD1 APLF APLNR APLN APLP1 APLP2 APOA1BP APOA1 APOA2
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## APOA4 APOA5 APOB48R APOBEC1 APOBEC2 APOBEC3A APOBEC3B APOBEC3C APOBEC3D
## 1 0 0 0 0 0 0 0 0 0
## APOBEC3F APOBEC3G APOBEC3H APOBEC4 APOB APOC1P1 APOC1 APOC2 APOC3 APOC4 APOD
## 1 0 0 0 0 0 0 0 0 0 0 0
## APOE APOF APOH APOL1 APOL2 APOL3 APOL4 APOL5 APOL6 APOLD1 APOM APOOL APOO
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## APPBP2 APPL1 APPL2 APP APRT APTX AQP10 AQP11 AQP12A AQP12B AQP1 AQP2 AQP3
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## AQP4 AQP5 AQP6 AQP7P1 AQP7P3 AQP7 AQP8 AQP9 AQPEP AQR ARAF ARAP1 ARAP2 ARAP3
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## ARCN1 ARC AREG ARF1 ARF3 ARF4 ARF5 ARF6 ARFGAP1 ARFGAP2 ARFGAP3 ARFGEF1
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## ARFGEF2 ARFIP1 ARFIP2 ARFRP1 ARG1 ARG2 ARGFXP2 ARGFX ARGLU1 ARHGAP10
## 1 0 0 0 0 0 0 0 0 0 0
## ARHGAP11A ARHGAP11B ARHGAP12 ARHGAP15 ARHGAP17 ARHGAP18 ARHGAP19 ARHGAP1
## 1 0 0 0 0 0 0 0 0
## ARHGAP20 ARHGAP21 ARHGAP22 ARHGAP23 ARHGAP24 ARHGAP25 ARHGAP26 ARHGAP27
## 1 0 0 0 0 0 0 0 0
## ARHGAP28 ARHGAP29 ARHGAP30 ARHGAP31 ARHGAP32 ARHGAP33 ARHGAP36 ARHGAP39
## 1 0 0 0 0 0 0 0 0
## ARHGAP42 ARHGAP4 ARHGAP5 ARHGAP6 ARHGAP8 ARHGAP9 ARHGDIA ARHGDIB ARHGDIG
## 1 0 0 0 0 0 0 0 0 0
## ARHGEF10L ARHGEF10 ARHGEF11 ARHGEF12 ARHGEF15 ARHGEF16 ARHGEF17 ARHGEF18
## 1 0 0 0 0 0 0 0 0
## ARHGEF19 ARHGEF1 ARHGEF2 ARHGEF33 ARHGEF35 ARHGEF37 ARHGEF38 ARHGEF3 ARHGEF4
## 1 0 0 0 0 0 0 0 0 0
## ARHGEF5 ARHGEF6 ARHGEF7 ARHGEF9 ARID1A ARID1B ARID2 ARID3A ARID3B ARID3C
## 1 0 0 0 0 0 0 0 0 0 0
## ARID4A ARID4B ARID5A ARID5B ARIH1 ARIH2 ARL10 ARL11 ARL13A ARL13B ARL14 ARL15
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## ARL16 ARL17A ARL17B ARL1 ARL2BP ARL2 ARL3 ARL4A ARL4C ARL4D ARL5A ARL5B ARL5C
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## ARL6IP1 ARL6IP4 ARL6IP5 ARL6IP6 ARL6 ARL8A ARL8B ARL9 ARMC10 ARMC1 ARMC2
## 1 0 0 0 0 0 0 0 0 0 0 0
## ARMC3 ARMC4 ARMC5 ARMC6 ARMC7 ARMC8 ARMC9 ARMCX1 ARMCX2 ARMCX3 ARMCX5 ARMCX6
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## ARMS2 ARNT2 ARNTL2 ARNTL ARNT ARPC1A ARPC1B ARPC2 ARPC3 ARPC4 ARPC5L ARPC5
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## ARPM1 ARPP19 ARPP21 ARR3 ARRB1 ARRB2 ARRDC1 ARRDC2 ARRDC3 ARRDC4 ARRDC5 ARSA
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## ARSB ARSD ARSE ARSF ARSG ARSH ARSI ARSJ ARSK ART1 ART3 ART4 ART5 ARTN ARV1
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## ARVCF ARX AR AS3MT ASAH1 ASAH2B ASAH2 ASAM ASAP1IT1 ASAP1 ASAP2 ASAP3 ASB10
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## ASB11 ASB12 ASB13 ASB14 ASB15 ASB16 ASB17 ASB18 ASB1 ASB2 ASB3 ASB4 ASB5 ASB6
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## ASB7 ASB8 ASB9 ASCC1 ASCC2 ASCC3 ASCL1 ASCL2 ASCL3 ASCL4 ASF1A ASF1B ASFMR1
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## ASGR1 ASGR2 ASH1L ASH2L ASIP ASL ASMTL ASMT ASNA1 ASNSD1 ASNS ASPA ASPDH ASPG
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## ASPHD1 ASPHD2 ASPH ASPM ASPN ASPRV1 ASPSCR1 ASRGL1 ASS1 ASTE1 ASTL ASTN1
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## ASTN2 ASXL1 ASXL2 ASXL3 ASZ1 ATAD1 ATAD2B ATAD2 ATAD3A ATAD3B ATAD3C ATAD5
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## ATCAY ATE1 ATF1 ATF2 ATF3 ATF4 ATF5 ATF6B ATF6 ATF7IP2 ATF7IP ATF7 ATG10
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## ATG12 ATG16L1 ATG16L2 ATG2A ATG2B ATG3 ATG4A ATG4B ATG4C ATG4D ATG5 ATG7
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## ATG9A ATG9B ATHL1 ATIC ATL1 ATL2 ATL3 ATMIN ATM ATN1 ATOH1 ATOH7 ATOH8 ATOX1
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## ATP10A ATP10B ATP10D ATP11A ATP11B ATP11C ATP12A ATP13A1 ATP13A2 ATP13A3
## 1 0 0 0 0 0 0 0 0 0 0
## ATP13A4 ATP13A5 ATP1A1 ATP1A2 ATP1A3 ATP1A4 ATP1B1 ATP1B2 ATP1B3 ATP1B4
## 1 0 0 0 0 0 0 0 0 0 0
## ATP2A1 ATP2A2 ATP2A3 ATP2B1 ATP2B2 ATP2B3 ATP2B4 ATP2C1 ATP2C2 ATP4A ATP4B
## 1 0 0 0 0 0 0 0 0 0 0 0
## ATP5A1 ATP5B ATP5C1 ATP5D ATP5EP2 ATP5E ATP5F1 ATP5G1 ATP5G2 ATP5G3 ATP5H
## 1 0 0 0 0 0 0 0 0 0 0 0
## ATP5I ATP5J2 ATP5J ATP5L2 ATP5L ATP5O ATP5SL ATP5S ATP6AP1L ATP6AP1 ATP6AP2
## 1 0 0 0 0 0 0 0 0 0 0 0
## ATP6V0A1 ATP6V0A2 ATP6V0A4 ATP6V0B ATP6V0C ATP6V0D1 ATP6V0D2 ATP6V0E1
## 1 0 0 0 0 0 0 0 0
## ATP6V0E2 ATP6V1A ATP6V1B1 ATP6V1B2 ATP6V1C1 ATP6V1C2 ATP6V1D ATP6V1E1
## 1 0 0 0 0 0 0 0 0
## ATP6V1E2 ATP6V1F ATP6V1G1 ATP6V1G2 ATP6V1G3 ATP6V1H ATP7A ATP7B ATP8A1 ATP8A2
## 1 0 0 0 0 0 0 0 0 0 0
## ATP8B1 ATP8B2 ATP8B3 ATP8B4 ATP8B5P ATP9A ATP9B ATPAF1 ATPAF2 ATPBD4 ATPIF1
## 1 0 0 0 0 0 0 0 0 0 0 0
## ATRIP ATRNL1 ATRN ATRX ATR ATXN10 ATXN1L ATXN1 ATXN2L ATXN2 ATXN3L ATXN3
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## ATXN7L1 ATXN7L2 ATXN7L3B ATXN7L3 ATXN7 ATXN8OS AUH AUP1 AURKAIP1 AURKAPS1
## 1 0 0 0 0 0 0 0 0 0 0
## AURKA AURKB AURKC AUTS2 AVEN AVIL AVL9 AVPI1 AVPR1A AVPR1B AVPR2 AVP AWAT1
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## AWAT2 AXIN1 AXIN2 AXL AZGP1 AZI1 AZI2 AZIN1 AZU1 B2M B3GALNT1 B3GALNT2
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## B3GALT1 B3GALT2 B3GALT4 B3GALT5 B3GALT6 B3GALTL B3GAT1 B3GAT2 B3GAT3 B3GNT1
## 1 0 0 0 0 0 0 0 0 0 0
## B3GNT2 B3GNT3 B3GNT4 B3GNT5 B3GNT6 B3GNT7 B3GNT8 B3GNT9 B3GNTL1 B4GALNT1
## 1 0 0 0 0 0 0 0 0 0 0
## B4GALNT2 B4GALNT3 B4GALNT4 B4GALT1 B4GALT2 B4GALT3 B4GALT4 B4GALT5 B4GALT6
## 1 0 0 0 0 0 0 0 0 0
## B4GALT7 B9D1 B9D2 BAALC BAAT BACE1 BACE2 BACH1 BACH2 BAD BAG1 BAG2 BAG3 BAG4
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## BAG5 BAGE2 BAGE BAHCC1 BAHD1 BAI1 BAI2 BAI3 BAIAP2L1 BAIAP2L2 BAIAP2 BAIAP3
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## BAK1 BAMBI BANF1 BANF2 BANK1 BANP BAP1 BARD1 BARHL1 BARHL2 BARX1 BARX2 BASE
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## BASP1 BAT1 BAT2L1 BAT2L2 BAT2 BAT3 BAT4 BAT5 BATF2 BATF3 BATF BAX BAZ1A BAZ1B
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## BAZ2A BAZ2B BBC3 BBOX1 BBS10 BBS12 BBS1 BBS2 BBS4 BBS5 BBS7 BBS9 BBX BCAM
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## BCAN BCAP29 BCAP31 BCAR1 BCAR3 BCAR4 BCAS1 BCAS2 BCAS3 BCAS4 BCAT1 BCAT2
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## BCCIP BCDIN3D BCHE BCKDHA BCKDHB BCKDK BCL10 BCL11A BCL11B BCL2A1 BCL2L10
## 1 0 0 0 0 0 0 0 0 0 0 0
## BCL2L11 BCL2L12 BCL2L13 BCL2L14 BCL2L15 BCL2L1 BCL2L2 BCL2 BCL3 BCL6B BCL6
## 1 0 0 0 0 0 0 0 0 0 0 0
## BCL7A BCL7B BCL7C BCL8 BCL9L BCL9 BCLAF1 BCMO1 BCO2 BCORL1 BCORL2 BCOR BCR
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## BCS1L BCYRN1 BDH1 BDH2 BDKRB1 BDKRB2 BDNFOS BDNF BDP1 BEAN BECN1 BEGAIN BEND2
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## BEND3 BEND4 BEND5 BEND6 BEND7 BEST1 BEST2 BEST3 BEST4 BET1L BET1 BET3L BEX1
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## BEX2 BEX4 BEX5 BEYLA BFAR BFSP1 BFSP2 BGLAP BGN BHLHA15 BHLHB9 BHLHE22
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## BHLHE23 BHLHE40 BHLHE41 BHMT2 BHMT BICC1 BICD1 BICD2 BID BIK BIN1 BIN2 BIN3
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## BIRC2 BIRC3 BIRC5 BIRC6 BIRC7 BIRC8 BIVM BLCAP BLID BLK BLMH BLM BLNK BLOC1S1
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## BLOC1S2 BLOC1S3 BLVRA BLVRB BLZF1 BMF BMI1 BMP10 BMP15 BMP1 BMP2K BMP2 BMP3
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## BMP4 BMP5 BMP6 BMP7 BMP8A BMP8B BMPER BMPR1A BMPR1B BMPR2 BMS1P4 BMS1P5 BMS1
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## BMX BNC1 BNC2 BNIP1 BNIP2 BNIP3L BNIP3 BNIPL BOC BOD1L BOD1 BOK BOLA1 BOLA2
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## BOLA3 BOLL BOP1 BPESC1 BPGM BPHL BPIL1 BPIL2 BPIL3 BPI BPNT1 BPTF BRAF BRAP
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## BRCA1 BRCA2 BRCC3 BRD1 BRD2 BRD3 BRD4 BRD7P3 BRD7 BRD8 BRD9 BRDT BREA2 BRE
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## BRF1 BRF2 BRI3BP BRI3 BRIP1 BRIX1 BRMS1L BRMS1 BRP44L BRP44 BRPF1 BRPF3 BRS3
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## BRSK1 BRSK2 BRWD1 BRWD3 BSCL2 BSDC1 BSG BSND BSN BSPRY BST1 BST2 BSX BTAF1
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## BTBD10 BTBD11 BTBD12 BTBD16 BTBD17 BTBD18 BTBD19 BTBD1 BTBD2 BTBD3 BTBD6
## 1 0 0 0 0 0 0 0 0 0 0 0
## BTBD7 BTBD8 BTBD9 BTC BTD BTF3L1 BTF3L4 BTF3 BTG1 BTG2 BTG3 BTG4 BTK BTLA
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## BTN1A1 BTN2A1 BTN2A2 BTN2A3 BTN3A1 BTN3A2 BTN3A3 BTNL2 BTNL3 BTNL8 BTNL9 BTRC
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## BUB1B BUB1 BUB3 BUD13 BUD31 BVES BYSL BZRAP1 BZW1 BZW2 C10orf105 C10orf107
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## C10orf108 C10orf10 C10orf110 C10orf111 C10orf113 C10orf114 C10orf116
## 1 0 0 0 0 0 0 0
## C10orf118 C10orf119 C10orf11 C10orf120 C10orf122 C10orf125 C10orf128
## 1 0 0 0 0 0 0 0
## C10orf129 C10orf12 C10orf131 C10orf137 C10orf140 C10orf18 C10orf25 C10orf26
## 1 0 0 0 0 0 0 0 0
## C10orf27 C10orf28 C10orf2 C10orf32 C10orf35 C10orf40 C10orf41 C10orf46
## 1 0 0 0 0 0 0 0 0
## C10orf47 C10orf4 C10orf50 C10orf53 C10orf54 C10orf55 C10orf57 C10orf58
## 1 0 0 0 0 0 0 0 0
## C10orf62 C10orf67 C10orf68 C10orf71 C10orf72 C10orf75 C10orf76 C10orf78
## 1 0 0 0 0 0 0 0 0
## C10orf79 C10orf81 C10orf82 C10orf84 C10orf88 C10orf90 C10orf91 C10orf93
## 1 0 0 0 0 0 0 0 0
## C10orf95 C10orf96 C10orf99 C11orf10 C11orf16 C11orf17 C11orf1 C11orf20
## 1 0 0 0 0 0 0 0 0
## C11orf21 C11orf24 C11orf2 C11orf30 C11orf31 C11orf34 C11orf35 C11orf36
## 1 0 0 0 0 0 0 0 0
## C11orf41 C11orf42 C11orf45 C11orf46 C11orf48 C11orf49 C11orf51 C11orf52
## 1 0 0 0 0 0 0 0 0
## C11orf53 C11orf54 C11orf57 C11orf58 C11orf59 C11orf61 C11orf63 C11orf64
## 1 0 0 0 0 0 0 0 0
## C11orf65 C11orf66 C11orf67 C11orf68 C11orf70 C11orf71 C11orf73 C11orf74
## 1 0 0 0 0 0 0 0 0
## C11orf75 C11orf80 C11orf82 C11orf83 C11orf84 C11orf85 C11orf86 C11orf87
## 1 0 0 0 0 0 0 0 0
## C11orf88 C11orf90 C11orf92 C11orf93 C11orf94 C11orf95 C11orf9 C12orf10
## 1 0 0 0 0 0 0 0 0
## C12orf11 C12orf12 C12orf23 C12orf24 C12orf26 C12orf27 C12orf29 C12orf32
## 1 0 0 0 0 0 0 0 0
## C12orf34 C12orf35 C12orf36 C12orf39 C12orf40 C12orf41 C12orf42 C12orf43
## 1 0 0 0 0 0 0 0 0
## C12orf44 C12orf45 C12orf47 C12orf48 C12orf49 C12orf4 C12orf50 C12orf51
## 1 0 0 0 0 0 0 0 0
## C12orf52 C12orf53 C12orf54 C12orf56 C12orf57 C12orf59 C12orf5 C12orf60
## 1 0 0 0 0 0 0 0 0
## C12orf61 C12orf62 C12orf63 C12orf65 C12orf66 C12orf68 C12orf69 C12orf70
## 1 0 0 0 0 0 0 0 0
## C12orf71 C12orf72 C12orf73 C12orf74 C12orf75 C12orf76 C12orf77 C13orf15
## 1 0 0 0 0 0 0 0 0
## C13orf16 C13orf18 C13orf1 C13orf23 C13orf26 C13orf27 C13orf28 C13orf29
## 1 0 0 0 0 0 0 0 0
## C13orf30 C13orf31 C13orf33 C13orf34 C13orf35 C13orf36 C13orf37 C13orf38
## 1 0 0 0 0 0 0 0 0
## C13orf39 C14orf101 C14orf102 C14orf104 C14orf105 C14orf106 C14orf109
## 1 0 0 0 0 0 0 0
## C14orf115 C14orf118 C14orf119 C14orf126 C14orf128 C14orf129 C14orf132
## 1 0 0 0 0 0 0 0
## C14orf135 C14orf138 C14orf139 C14orf142 C14orf143 C14orf145 C14orf147
## 1 0 0 0 0 0 0 0
## C14orf148 C14orf149 C14orf153 C14orf156 C14orf159 C14orf162 C14orf165
## 1 0 0 0 0 0 0 0
## C14orf166B C14orf166 C14orf167 C14orf169 C14orf174 C14orf176 C14orf177
## 1 0 0 0 0 0 0 0
## C14orf178 C14orf179 C14orf180 C14orf181 C14orf182 C14orf183 C14orf184
## 1 0 0 0 0 0 0 0
## C14orf19 C14orf1 C14orf21 C14orf23 C14orf28 C14orf2 C14orf33 C14orf34
## 1 0 0 0 0 0 0 0 0
## C14orf37 C14orf39 C14orf43 C14orf45 C14orf48 C14orf49 C14orf4 C14orf50
## 1 0 0 0 0 0 0 0 0
## C14orf53 C14orf64 C14orf68 C14orf70 C14orf72 C14orf73 C14orf79 C14orf80
## 1 0 0 0 0 0 0 0 0
## C14orf86 C14orf93 C15orf17 C15orf21 C15orf23 C15orf24 C15orf26 C15orf27
## 1 0 0 0 0 0 0 0 0
## C15orf28 C15orf29 C15orf2 C15orf32 C15orf33 C15orf34 C15orf37 C15orf38
## 1 0 0 0 0 0 0 0 0
## C15orf39 C15orf40 C15orf41 C15orf42 C15orf43 C15orf44 C15orf48 C15orf50
## 1 0 0 0 0 0 0 0 0
## C15orf51 C15orf52 C15orf53 C15orf54 C15orf55 C15orf56 C15orf57 C15orf58
## 1 0 0 0 0 0 0 0 0
## C15orf59 C15orf5 C15orf60 C15orf61 C15orf62 C15orf63 C16orf11 C16orf13
## 1 0 0 0 0 0 0 0 0
## C16orf3 C16orf42 C16orf45 C16orf46 C16orf48 C16orf52 C16orf53 C16orf54
## 1 0 0 0 0 0 0 0 0
## C16orf55 C16orf57 C16orf58 C16orf59 C16orf5 C16orf61 C16orf62 C16orf63
## 1 0 0 0 0 0 0 0 0
## C16orf68 C16orf70 C16orf71 C16orf72 C16orf73 C16orf74 C16orf75 C16orf78
## 1 0 0 0 0 0 0 0 0
## C16orf79 C16orf7 C16orf80 C16orf81 C16orf82 C16orf86 C16orf87 C16orf88
## 1 0 0 0 0 0 0 0 0
## C16orf89 C16orf90 C16orf91 C16orf92 C16orf93 C17orf100 C17orf101 C17orf102
## 1 0 0 0 0 0 0 0 0
## C17orf103 C17orf104 C17orf105 C17orf106 C17orf107 C17orf108 C17orf28 C17orf37
## 1 0 0 0 0 0 0 0 0
## C17orf39 C17orf42 C17orf44 C17orf46 C17orf47 C17orf48 C17orf49 C17orf50
## 1 0 0 0 0 0 0 0 0
## C17orf51 C17orf53 C17orf54 C17orf55 C17orf56 C17orf57 C17orf58 C17orf59
## 1 0 0 0 0 0 0 0 0
## C17orf60 C17orf61 C17orf62 C17orf63 C17orf64 C17orf65 C17orf66 C17orf67
## 1 0 0 0 0 0 0 0 0
## C17orf68 C17orf69 C17orf70 C17orf71 C17orf72 C17orf73 C17orf74 C17orf75
## 1 0 0 0 0 0 0 0 0
## C17orf76 C17orf77 C17orf78 C17orf79 C17orf80 C17orf81 C17orf82 C17orf85
## 1 0 0 0 0 0 0 0 0
## C17orf86 C17orf87 C17orf88 C17orf89 C17orf90 C17orf91 C17orf93 C17orf95
## 1 0 0 0 0 0 0 0 0
## C17orf96 C17orf97 C17orf98 C17orf99 C18orf10 C18orf16 C18orf18 C18orf19
## 1 0 0 0 0 0 0 0 0
## C18orf1 C18orf20 C18orf21 C18orf22 C18orf25 C18orf26 C18orf2 C18orf32
## 1 0 0 0 0 0 0 0 0
## C18orf34 C18orf45 C18orf54 C18orf55 C18orf56 C18orf62 C18orf8 C19orf10
## 1 0 0 0 0 0 0 0 0
## C19orf12 C19orf18 C19orf20 C19orf21 C19orf22 C19orf23 C19orf24 C19orf25
## 1 0 0 0 0 0 0 0 0
## C19orf26 C19orf28 C19orf29 C19orf2 C19orf30 C19orf33 C19orf34 C19orf35
## 1 0 0 0 0 0 0 0 0
## C19orf36 C19orf38 C19orf39 C19orf40 C19orf41 C19orf42 C19orf43 C19orf44
## 1 0 0 0 0 0 0 0 0
## C19orf45 C19orf46 C19orf47 C19orf48 C19orf50 C19orf51 C19orf52 C19orf53
## 1 0 0 0 0 0 0 0 0
## C19orf54 C19orf55 C19orf56 C19orf57 C19orf59 C19orf60 C19orf61 C19orf62
## 1 0 0 0 0 0 0 0 0
## C19orf63 C19orf66 C19orf69 C19orf6 C19orf70 C19orf71 C19orf73 C19orf75
## 1 0 0 0 0 0 0 0 0
## C19orf76 C19orf77 C1D C1GALT1C1 C1GALT1 C1QA C1QBP C1QB C1QC C1QL1 C1QL2
## 1 0 0 0 0 0 0 0 0 0 0 0
## C1QL3 C1QL4 C1QTNF1 C1QTNF2 C1QTNF3 C1QTNF4 C1QTNF6 C1QTNF7 C1QTNF8 C1QTNF9B
## 1 0 0 0 0 0 0 0 0 0 0
## C1QTNF9 C1RL C1R C1S C1orf100 C1orf101 C1orf103 C1orf104 C1orf105 C1orf106
## 1 0 0 0 0 0 0 0 0 0 0
## C1orf107 C1orf109 C1orf110 C1orf111 C1orf112 C1orf113 C1orf114 C1orf115
## 1 0 0 0 0 0 0 0 0
## C1orf116 C1orf122 C1orf123 C1orf124 C1orf125 C1orf126 C1orf127 C1orf128
## 1 0 0 0 0 0 0 0 0
## C1orf129 C1orf130 C1orf131 C1orf133 C1orf135 C1orf141 C1orf144 C1orf146
## 1 0 0 0 0 0 0 0 0
## C1orf14 C1orf150 C1orf151 C1orf152 C1orf156 C1orf157 C1orf158 C1orf159
## 1 0 0 0 0 0 0 0 0
## C1orf161 C1orf162 C1orf163 C1orf168 C1orf170 C1orf172 C1orf173 C1orf174
## 1 0 0 0 0 0 0 0 0
## C1orf175 C1orf177 C1orf180 C1orf182 C1orf183 C1orf185 C1orf186 C1orf187
## 1 0 0 0 0 0 0 0 0
## C1orf189 C1orf190 C1orf192 C1orf194 C1orf198 C1orf200 C1orf201 C1orf203
## 1 0 0 0 0 0 0 0 0
## C1orf204 C1orf210 C1orf212 C1orf213 C1orf216 C1orf21 C1orf220 C1orf223
## 1 0 0 0 0 0 0 0 0
## C1orf226 C1orf227 C1orf228 C1orf229 C1orf230 C1orf25 C1orf26 C1orf27 C1orf31
## 1 0 0 0 0 0 0 0 0 0
## C1orf35 C1orf38 C1orf43 C1orf49 C1orf50 C1orf51 C1orf52 C1orf53 C1orf54
## 1 0 0 0 0 0 0 0 0 0
## C1orf55 C1orf56 C1orf57 C1orf58 C1orf59 C1orf61 C1orf63 C1orf64 C1orf65
## 1 0 0 0 0 0 0 0 0 0
## C1orf66 C1orf68 C1orf69 C1orf70 C1orf74 C1orf77 C1orf83 C1orf84 C1orf85
## 1 0 0 0 0 0 0 0 0 0
## C1orf86 C1orf87 C1orf88 C1orf89 C1orf91 C1orf92 C1orf93 C1orf94 C1orf95
## 1 0 0 0 0 0 0 0 0 0
## C1orf96 C1orf97 C1orf9 C20orf103 C20orf106 C20orf107 C20orf108 C20orf111
## 1 0 0 0 0 0 0 0 0
## C20orf112 C20orf114 C20orf117 C20orf118 C20orf11 C20orf123 C20orf12 C20orf132
## 1 0 0 0 0 0 0 0 0
## C20orf134 C20orf135 C20orf141 C20orf144 C20orf151 C20orf152 C20orf160
## 1 0 0 0 0 0 0 0
## C20orf165 C20orf166 C20orf173 C20orf177 C20orf185 C20orf186 C20orf191
## 1 0 0 0 0 0 0 0
## C20orf194 C20orf195 C20orf196 C20orf197 C20orf199 C20orf200 C20orf201
## 1 0 0 0 0 0 0 0
## C20orf202 C20orf203 C20orf20 C20orf24 C20orf26 C20orf27 C20orf29 C20orf30
## 1 0 0 0 0 0 0 0 0
## C20orf3 C20orf43 C20orf46 C20orf4 C20orf54 C20orf56 C20orf70 C20orf71
## 1 0 0 0 0 0 0 0 0
## C20orf72 C20orf79 C20orf7 C20orf85 C20orf94 C20orf96 C21orf119 C21orf121
## 1 0 0 0 0 0 0 0 0
## C21orf122 C21orf125 C21orf128 C21orf129 C21orf130 C21orf131 C21orf15 C21orf29
## 1 0 0 0 0 0 0 0 0
## C21orf2 C21orf33 C21orf34 C21orf45 C21orf49 C21orf54 C21orf56 C21orf57
## 1 0 0 0 0 0 0 0 0
## C21orf58 C21orf59 C21orf62 C21orf63 C21orf67 C21orf70 C21orf71 C21orf7
## 1 0 0 0 0 0 0 0 0
## C21orf81 C21orf82 C21orf84 C21orf88 C21orf90 C21orf91 C21orf94 C21orf96
## 1 0 0 0 0 0 0 0 0
## C21orf99 C22orf13 C22orf15 C22orf23 C22orf24 C22orf25 C22orf26 C22orf27
## 1 0 0 0 0 0 0 0 0
## C22orf28 C22orf29 C22orf30 C22orf31 C22orf32 C22orf33 C22orf34 C22orf36
## 1 0 0 0 0 0 0 0 0
## C22orf39 C22orf40 C22orf41 C22orf42 C22orf43 C22orf45 C22orf46 C22orf9 C2CD2L
## 1 0 0 0 0 0 0 0 0 0
## C2CD2 C2CD3 C2CD4A C2CD4B C2CD4C C2CD4D C2orf14 C2orf15 C2orf16 C2orf18
## 1 0 0 0 0 0 0 0 0 0 0
## C2orf24 C2orf27A C2orf27B C2orf28 C2orf29 C2orf34 C2orf39 C2orf3 C2orf40
## 1 0 0 0 0 0 0 0 0 0
## C2orf42 C2orf43 C2orf44 C2orf47 C2orf48 C2orf49 C2orf50 C2orf51 C2orf52
## 1 0 0 0 0 0 0 0 0 0
## C2orf53 C2orf54 C2orf55 C2orf56 C2orf57 C2orf58 C2orf60 C2orf61 C2orf62
## 1 0 0 0 0 0 0 0 0 0
## C2orf63 C2orf64 C2orf65 C2orf66 C2orf67 C2orf68 C2orf69 C2orf70 C2orf71
## 1 0 0 0 0 0 0 0 0 0
## C2orf72 C2orf73 C2orf74 C2orf76 C2orf77 C2orf78 C2orf79 C2orf7 C2orf80
## 1 0 0 0 0 0 0 0 0 0
## C2orf81 C2orf82 C2orf83 C2orf84 C2orf85 C2orf86 C2orf88 C2orf89 C2 C3AR1 C3P1
## 1 0 0 0 0 0 0 0 0 0 0 0
## C3orf10 C3orf14 C3orf15 C3orf16 C3orf17 C3orf18 C3orf19 C3orf1 C3orf20
## 1 0 0 0 0 0 0 0 0 0
## C3orf21 C3orf22 C3orf23 C3orf24 C3orf26 C3orf27 C3orf30 C3orf31 C3orf32
## 1 0 0 0 0 0 0 0 0 0
## C3orf33 C3orf34 C3orf35 C3orf36 C3orf37 C3orf38 C3orf39 C3orf42 C3orf43
## 1 0 0 0 0 0 0 0 0 0
## C3orf45 C3orf47 C3orf48 C3orf49 C3orf50 C3orf51 C3orf52 C3orf54 C3orf55
## 1 0 0 0 0 0 0 0 0 0
## C3orf57 C3orf58 C3orf59 C3orf62 C3orf63 C3orf64 C3orf65 C3orf66 C3orf67
## 1 0 0 0 0 0 0 0 0 0
## C3orf70 C3orf71 C3orf72 C3orf74 C3orf75 C3orf77 C3orf79 C3 C4A C4BPA C4BPB
## 1 0 0 0 0 0 0 0 0 0 0 0
## C4orf10 C4orf11 C4orf12 C4orf14 C4orf17 C4orf19 C4orf21 C4orf22 C4orf23
## 1 0 0 0 0 0 0 0 0 0
## C4orf26 C4orf27 C4orf29 C4orf31 C4orf32 C4orf33 C4orf34 C4orf35 C4orf36
## 1 0 0 0 0 0 0 0 0 0
## C4orf37 C4orf38 C4orf39 C4orf3 C4orf40 C4orf41 C4orf42 C4orf43 C4orf44
## 1 0 0 0 0 0 0 0 0 0
## C4orf45 C4orf46 C4orf47 C4orf48 C4orf49 C4orf50 C4orf51 C4orf52 C4orf6 C4orf7
## 1 0 0 0 0 0 0 0 0 0 0
## C5AR1 C5orf13 C5orf15 C5orf20 C5orf22 C5orf23 C5orf24 C5orf25 C5orf27 C5orf28
## 1 0 0 0 0 0 0 0 0 0 0
## C5orf30 C5orf32 C5orf33 C5orf34 C5orf35 C5orf36 C5orf38 C5orf39 C5orf40
## 1 0 0 0 0 0 0 0 0 0
## C5orf41 C5orf42 C5orf43 C5orf44 C5orf45 C5orf46 C5orf47 C5orf48 C5orf49
## 1 0 0 0 0 0 0 0 0 0
## C5orf4 C5orf51 C5orf52 C5orf53 C5orf54 C5orf55 C5orf56 C5orf58 C5orf60
## 1 0 0 0 0 0 0 0 0 0
## C5orf62 C5 C6orf103 C6orf105 C6orf106 C6orf108 C6orf10 C6orf114 C6orf115
## 1 0 0 0 0 0 0 0 0 0
## C6orf118 C6orf120 C6orf122 C6orf123 C6orf124 C6orf125 C6orf126 C6orf127
## 1 0 0 0 0 0 0 0 0
## C6orf129 C6orf130 C6orf132 C6orf134 C6orf136 C6orf138 C6orf141 C6orf142
## 1 0 0 0 0 0 0 0 0
## C6orf145 C6orf146 C6orf147 C6orf150 C6orf153 C6orf154 C6orf155 C6orf15
## 1 0 0 0 0 0 0 0 0
## C6orf162 C6orf163 C6orf164 C6orf165 C6orf167 C6orf168 C6orf170 C6orf174
## 1 0 0 0 0 0 0 0 0
## C6orf176 C6orf182 C6orf186 C6orf191 C6orf192 C6orf195 C6orf1 C6orf201
## 1 0 0 0 0 0 0 0 0
## C6orf203 C6orf204 C6orf208 C6orf211 C6orf217 C6orf218 C6orf221 C6orf222
## 1 0 0 0 0 0 0 0 0
## C6orf223 C6orf225 C6orf226 C6orf227 C6orf25 C6orf26 C6orf27 C6orf35 C6orf41
## 1 0 0 0 0 0 0 0 0 0
## C6orf47 C6orf48 C6orf52 C6orf57 C6orf58 C6orf59 C6orf62 C6orf64 C6orf70
## 1 0 0 0 0 0 0 0 0 0
## C6orf72 C6orf81 C6orf89 C6orf94 C6orf97 C6 C7orf10 C7orf11 C7orf13 C7orf16
## 1 0 0 0 0 0 0 0 0 0 0
## C7orf23 C7orf25 C7orf26 C7orf27 C7orf28A C7orf28B C7orf29 C7orf30 C7orf31
## 1 0 0 0 0 0 0 0 0 0
## C7orf33 C7orf34 C7orf36 C7orf40 C7orf41 C7orf42 C7orf43 C7orf44 C7orf45
## 1 0 0 0 0 0 0 0 0 0
## C7orf46 C7orf47 C7orf49 C7orf4 C7orf50 C7orf51 C7orf52 C7orf53 C7orf54
## 1 0 0 0 0 0 0 0 0 0
## C7orf55 C7orf57 C7orf58 C7orf59 C7orf60 C7orf61 C7orf63 C7orf64 C7orf65
## 1 0 0 0 0 0 0 0 0 0
## C7orf66 C7orf68 C7orf69 C7orf70 C7orf71 C7orf72 C7 C8A C8B C8G C8ORFK29
## 1 0 0 0 0 0 0 0 0 0 0 0
## C8orf12 C8orf22 C8orf30A C8orf31 C8orf33 C8orf34 C8orf37 C8orf38 C8orf39
## 1 0 0 0 0 0 0 0 0 0
## C8orf40 C8orf41 C8orf42 C8orf44 C8orf45 C8orf46 C8orf47 C8orf48 C8orf4
## 1 0 0 0 0 0 0 0 0 0
## C8orf51 C8orf55 C8orf56 C8orf58 C8orf59 C8orf71 C8orf73 C8orf74 C8orf75
## 1 0 0 0 0 0 0 0 0 0
## C8orf76 C8orf77 C8orf79 C8orf80 C8orf83 C8orf84 C8orf85 C8orf86 C9orf100
## 1 0 0 0 0 0 0 0 0 0
## C9orf102 C9orf103 C9orf106 C9orf109 C9orf110 C9orf114 C9orf116 C9orf117
## 1 0 0 0 0 0 0 0 0
## C9orf119 C9orf11 C9orf122 C9orf123 C9orf125 C9orf128 C9orf129 C9orf130
## 1 0 0 0 0 0 0 0 0
## C9orf131 C9orf135 C9orf139 C9orf140 C9orf142 C9orf144B C9orf144 C9orf150
## 1 0 0 0 0 0 0 0 0
## C9orf152 C9orf153 C9orf156 C9orf163 C9orf167 C9orf169 C9orf16 C9orf170
## 1 0 0 0 0 0 0 0 0
## C9orf171 C9orf172 C9orf173 C9orf21 C9orf23 C9orf24 C9orf25 C9orf27 C9orf30
## 1 0 0 0 0 0 0 0 0 0
## C9orf37 C9orf3 C9orf40 C9orf41 C9orf43 C9orf44 C9orf45 C9orf46 C9orf47 C9orf4
## 1 0 0 0 0 0 0 0 0 0 0
## C9orf50 C9orf53 C9orf57 C9orf5 C9orf64 C9orf66 C9orf68 C9orf69 C9orf6 C9orf70
## 1 0 0 0 0 0 0 0 0 0 0
## C9orf71 C9orf72 C9orf78 C9orf79 C9orf7 C9orf80 C9orf82 C9orf84 C9orf85
## 1 0 0 0 0 0 0 0 0 0
## C9orf86 C9orf89 C9orf91 C9orf93 C9orf95 C9orf96 C9orf98 C9orf9 C9 CA10 CA11
## 1 0 0 0 0 0 0 0 0 0 0 0
## CA12 CA13 CA14 CA1 CA2 CA3 CA4 CA5A CA5BP CA5B CA6 CA7 CA8 CA9 CAB39L CAB39
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## CABC1 CABIN1 CABLES1 CABLES2 CABP1 CABP2 CABP4 CABP5 CABP7 CABYR CACHD1
## 1 0 0 0 0 0 0 0 0 0 0 0
## CACNA1A CACNA1B CACNA1C CACNA1D CACNA1E CACNA1F CACNA1G CACNA1H CACNA1I
## 1 0 0 0 0 0 0 0 0 0
## CACNA1S CACNA2D1 CACNA2D2 CACNA2D3 CACNA2D4 CACNB1 CACNB2 CACNB3 CACNB4
## 1 0 0 0 0 0 0 0 0 0
## CACNG1 CACNG2 CACNG3 CACNG4 CACNG5 CACNG6 CACNG7 CACNG8 CACYBP CADM1 CADM2
## 1 0 0 0 0 0 0 0 0 0 0 0
## CADM3 CADM4 CADPS2 CADPS CAD CAGE1 CALB1 CALB2 CALCA CALCB CALCOCO1 CALCOCO2
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## CALCRL CALCR CALD1 CALHM1 CALHM2 CALHM3 CALM1 CALM2 CALM3 CALML3 CALML4
## 1 0 0 0 0 0 0 0 0 0 0 0
## CALML5 CALML6 CALN1 CALR3 CALR CALU CALY CAMK1D CAMK1G CAMK1 CAMK2A CAMK2B
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## CAMK2D CAMK2G CAMK2N1 CAMK2N2 CAMK4 CAMKK1 CAMKK2 CAMKV CAMLG CAMP CAMSAP1L1
## 1 0 0 0 0 0 0 0 0 0 0 0
## CAMSAP1 CAMTA1 CAMTA2 CAND1 CAND2 CANT1 CANX CAP1 CAP2 CAPG CAPN10 CAPN11
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## CAPN12 CAPN13 CAPN14 CAPN1 CAPN2 CAPN3 CAPN5 CAPN6 CAPN7 CAPN8 CAPN9 CAPNS1
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## CAPNS2 CAPRIN1 CAPRIN2 CAPS2 CAPSL CAPS CAPZA1 CAPZA2 CAPZA3 CAPZB CARD10
## 1 0 0 0 0 0 0 0 0 0 0 0
## CARD11 CARD14 CARD16 CARD17 CARD18 CARD6 CARD8 CARD9 CARHSP1 CARKD CARM1
## 1 0 0 0 0 0 0 0 0 0 0 0
## CARNS1 CARS2 CARS CARTPT CASC1 CASC2 CASC3 CASC4 CASC5 CASD1 CASKIN1 CASKIN2
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## CASK CASP10 CASP12 CASP14 CASP1 CASP2 CASP3 CASP4 CASP5 CASP6 CASP7 CASP8AP2
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## CASP8 CASP9 CASQ1 CASQ2 CASR CASS4 CAST CASZ1 CATSPER1 CATSPER2P1 CATSPER2
## 1 0 0 0 0 0 0 0 0 0 0 0
## CATSPER3 CATSPER4 CATSPERB CATSPERG CAT CAV1 CAV2 CAV3 CBARA1 CBFA2T2 CBFA2T3
## 1 0 0 0 0 0 0 0 0 0 0 0
## CBFB CBLB CBLC CBLL1 CBLN1 CBLN2 CBLN3 CBLN4 CBL CBR1 CBR3 CBR4 CBS CBWD1
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## CBWD2 CBWD3 CBWD5 CBWD6 CBX1 CBX2 CBX3 CBX4 CBX5 CBX6 CBX7 CBX8 CBY1 CC2D1A
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## CC2D1B CC2D2A CC2D2B CCAR1 CCBE1 CCBL1 CCBL2 CCBP2 CCDC101 CCDC102A CCDC102B
## 1 0 0 0 0 0 0 0 0 0 0 0
## CCDC103 CCDC104 CCDC105 CCDC106 CCDC107 CCDC108 CCDC109A CCDC109B CCDC110
## 1 0 0 0 0 0 0 0 0 0
## CCDC111 CCDC112 CCDC113 CCDC114 CCDC115 CCDC116 CCDC117 CCDC11 CCDC120
## 1 0 0 0 0 0 0 0 0 0
## CCDC121 CCDC122 CCDC123 CCDC124 CCDC125 CCDC126 CCDC127 CCDC129 CCDC12
## 1 0 0 0 0 0 0 0 0 0
## CCDC130 CCDC132 CCDC134 CCDC135 CCDC136 CCDC137 CCDC138 CCDC13 CCDC140
## 1 0 0 0 0 0 0 0 0 0
## CCDC141 CCDC142 CCDC144A CCDC144B CCDC144C CCDC144NL CCDC146 CCDC147 CCDC148
## 1 0 0 0 0 0 0 0 0 0
## CCDC149 CCDC14 CCDC150 CCDC151 CCDC152 CCDC153 CCDC154 CCDC155 CCDC157
## 1 0 0 0 0 0 0 0 0 0
## CCDC158 CCDC159 CCDC15 CCDC160 CCDC163P CCDC17 CCDC18 CCDC19 CCDC21 CCDC22
## 1 0 0 0 0 0 0 0 0 0 0
## CCDC23 CCDC24 CCDC25 CCDC27 CCDC28A CCDC28B CCDC30 CCDC33 CCDC34 CCDC36
## 1 0 0 0 0 0 0 0 0 0 0
## CCDC37 CCDC38 CCDC39 CCDC3 CCDC40 CCDC41 CCDC42B CCDC42 CCDC43 CCDC45 CCDC46
## 1 0 0 0 0 0 0 0 0 0 0 0
## CCDC47 CCDC48 CCDC50 CCDC51 CCDC52 CCDC53 CCDC54 CCDC55 CCDC56 CCDC57 CCDC58
## 1 0 0 0 0 0 0 0 0 0 0 0
## CCDC59 CCDC60 CCDC61 CCDC62 CCDC63 CCDC64B CCDC64 CCDC65 CCDC66 CCDC67 CCDC68
## 1 0 0 0 0 0 0 0 0 0 0 0
## CCDC69 CCDC6 CCDC70 CCDC71 CCDC72 CCDC73 CCDC74A CCDC74B CCDC75 CCDC76 CCDC77
## 1 0 0 0 0 0 0 0 0 0 0 0
## CCDC78 CCDC79 CCDC7 CCDC80 CCDC81 CCDC82 CCDC83 CCDC84 CCDC85A CCDC85B
## 1 0 0 0 0 0 0 0 0 0 0
## CCDC85C CCDC86 CCDC87 CCDC88A CCDC88B CCDC88C CCDC89 CCDC8 CCDC90A CCDC90B
## 1 0 0 0 0 0 0 0 0 0 0
## CCDC91 CCDC92 CCDC93 CCDC94 CCDC96 CCDC97 CCDC99 CCDC9 CCHCR1 CCIN CCKAR
## 1 0 0 0 0 0 0 0 0 0 0 0
## CCKBR CCK CCL11 CCL13 CCL14-CCL15 CCL14 CCL15 CCL16 CCL17 CCL18 CCL19 CCL1
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## CCL20 CCL21 CCL22 CCL23 CCL24 CCL25 CCL26 CCL27 CCL28 CCL2 CCL3L1 CCL3L3 CCL3
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## CCL4L2 CCL4 CCL5 CCL7 CCL8 CCM2 CCNA1 CCNA2 CCNB1IP1 CCNB1 CCNB2 CCNB3 CCNC
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## CCND1 CCND2 CCND3 CCNDBP1 CCNE1 CCNE2 CCNF CCNG1 CCNG2 CCNH CCNI2 CCNI CCNJL
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## CCNJ CCNK CCNL1 CCNL2 CCNO CCNT1 CCNT2 CCNYL1 CCNY CCPG1 CCR10 CCR1 CCR2 CCR3
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## CCR4 CCR5 CCR6 CCR7 CCR8 CCR9 CCRL1 CCRL2 CCRN4L CCS CCT2 CCT3 CCT4 CCT5
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## CCT6A CCT6B CCT6P1 CCT7 CCT8L2 CCT8 CD101 CD109 CD14 CD151 CD160 CD163L1
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## CD163 CD164L2 CD164 CD177 CD180 CD19 CD1A CD1B CD1C CD1D CD1E CD200R1L
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## CD200R1 CD200 CD207 CD209 CD226 CD22 CD244 CD247 CD248 CD24 CD274 CD276 CD27
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## CD28 CD2AP CD2BP2 CD2 CD300A CD300C CD300E CD300LB CD300LD CD300LF CD300LG
## 1 0 0 0 0 0 0 0 0 0 0 0
## CD302 CD320 CD33 CD34 CD36 CD37 CD38 CD3D CD3EAP CD3E CD3G CD40LG CD40 CD44
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## CD46 CD47 CD48 CD4 CD52 CD53 CD55 CD58 CD59 CD5L CD5 CD63 CD68 CD69 CD6 CD70
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## CD72 CD74 CD79A CD79B CD7 CD80 CD81 CD82 CD83 CD84 CD86 CD8A CD8B CD93 CD96
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## CD97 CD99L2 CD99 CD9 CDADC1 CDAN1 CDA CDC123 CDC14A CDC14B CDC14C CDC16
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## CDC20B CDC20 CDC23 CDC25A CDC25B CDC25C CDC26 CDC27 CDC34 CDC37L1 CDC37 CDC40
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## CDC42BPA CDC42BPB CDC42BPG CDC42EP1 CDC42EP2 CDC42EP3 CDC42EP4 CDC42EP5
## 1 0 0 0 0 0 0 0 0
## CDC42SE1 CDC42SE2 CDC42 CDC45 CDC5L CDC6 CDC73 CDC7 CDCA2 CDCA3 CDCA4 CDCA5
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## CDCA7L CDCA7 CDCA8 CDCP1 CDCP2 CDH10 CDH11 CDH12 CDH13 CDH15 CDH16 CDH17
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## CDH18 CDH19 CDH1 CDH20 CDH22 CDH23 CDH24 CDH26 CDH2 CDH3 CDH4 CDH5 CDH6 CDH7
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## CDH8 CDH9 CDHR1 CDHR2 CDHR3 CDHR4 CDHR5 CDIPT CDK10 CDK11A CDK11B CDK12 CDK13
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## CDK14 CDK15 CDK16 CDK17 CDK18 CDK19 CDK1 CDK20 CDK2AP1 CDK2AP2 CDK2 CDK3 CDK4
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## CDK5R1 CDK5R2 CDK5RAP1 CDK5RAP2 CDK5RAP3 CDK5 CDK6 CDK7 CDK8 CDK9 CDKAL1
## 1 0 0 0 0 0 0 0 0 0 0 0
## CDKL1 CDKL2 CDKL3 CDKL4 CDKL5 CDKN1A CDKN1B CDKN1C CDKN2AIPNL CDKN2AIP CDKN2A
## 1 0 0 0 0 0 0 0 0 0 0 0
## CDKN2BAS CDKN2B CDKN2C CDKN2D CDKN3 CDNF CDO1 CDON CDR1 CDR2L CDR2 CDRT15P
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## CDRT15 CDRT1 CDRT4 CDS1 CDS2 CDSN CDT1 CDV3 CDX1 CDX2 CDX4 CDYL2 CDYL
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## CEACAM16 CEACAM19 CEACAM1 CEACAM20 CEACAM21 CEACAM22P CEACAM3 CEACAM4 CEACAM5
## 1 0 0 0 0 0 0 0 0 0
## CEACAM6 CEACAM7 CEACAM8 CEBPA CEBPB CEBPD CEBPE CEBPG CEBPZ CECR1 CECR2 CECR4
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## CECR5 CECR6 CECR7 CELA1 CELA2A CELA2B CELA3A CELA3B CELF1 CELF2 CELF3 CELF4
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## CELF5 CELF6 CELP CELSR1 CELSR2 CELSR3 CEL CEMP1 CEND1 CENPA CENPBD1 CENPB
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## CENPC1 CENPE CENPF CENPH CENPI CENPJ CENPK CENPL CENPM CENPN CENPO CENPP
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## CENPQ CENPT CENPV CENPW CEP110 CEP120 CEP135 CEP152 CEP164 CEP170L CEP170
## 1 0 0 0 0 0 0 0 0 0 0 0
## CEP192 CEP250 CEP290 CEP350 CEP55 CEP57 CEP63 CEP68 CEP70 CEP72 CEP76 CEP78
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## CEP97 CEPT1 CER1 CERCAM CERKL CERK CES1 CES2 CES3 CES4 CES7 CES8 CETN1 CETN2
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## CETN3 CETN4P CETP CFB CFC1B CFDP1 CFD CFHR1 CFHR2 CFHR3 CFHR4 CFHR5 CFH CFI
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## CFL1 CFL2 CFLAR CFLP1 CFP CFTR CG030 CGA CGB1 CGB2 CGB5 CGB7 CGB8 CGB CGGBP1
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## CGNL1 CGN CGREF1 CGRRF1 CH25H CHAC1 CHAC2 CHADL CHAD CHAF1A CHAF1B CHAT
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## CHCHD10 CHCHD1 CHCHD2 CHCHD3 CHCHD4 CHCHD5 CHCHD6 CHCHD7 CHCHD8 CHD1L CHD1
## 1 0 0 0 0 0 0 0 0 0 0 0
## CHD2 CHD3 CHD4 CHD5 CHD6 CHD7 CHD8 CHD9 CHDH CHEK1 CHEK2 CHERP CHFR CHGA CHGB
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## CHI3L1 CHI3L2 CHIA CHIC1 CHIC2 CHID1 CHIT1 CHKA CHKB-CPT1B CHKB CHL1 CHML
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## CHMP1A CHMP1B CHMP2A CHMP2B CHMP4A CHMP4B CHMP4C CHMP5 CHMP6 CHMP7 CHM CHN1
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## CHN2 CHODL CHORDC1 CHP2 CHPF2 CHPF CHPT1 CHP CHRAC1 CHRDL1 CHRDL2 CHRD
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## CHRFAM7A CHRM1 CHRM2 CHRM3 CHRM4 CHRM5 CHRNA10 CHRNA1 CHRNA2 CHRNA3 CHRNA4
## 1 0 0 0 0 0 0 0 0 0 0 0
## CHRNA5 CHRNA6 CHRNA7 CHRNA9 CHRNB1 CHRNB2 CHRNB3 CHRNB4 CHRND CHRNE CHRNG
## 1 0 0 0 0 0 0 0 0 0 0 0
## CHST10 CHST11 CHST12 CHST13 CHST14 CHST15 CHST1 CHST2 CHST3 CHST4 CHST5 CHST6
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## CHST7 CHST8 CHST9 CHSY1 CHSY3 CHTF18 CHTF8 CHUK CHURC1 CIAO1 CIAPIN1 CIB1
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## CIB2 CIB3 CIB4 CIC CIDEA CIDEB CIDECP CIDEC CIITA CILP2 CILP CINP CIR1 CIRBP
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## CIRH1A CISD1 CISD2 CISD3 CISH CITED1 CITED2 CITED4 CIT CIZ1 CKAP2L CKAP2
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## CKAP4 CKAP5 CKB CKLF CKMT1A CKMT1B CKMT2 CKM CKS1B CKS2 CLASP1 CLASP2 CLCA1
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## CLCA2 CLCA3P CLCA4 CLCC1 CLCF1 CLCN1 CLCN2 CLCN3 CLCN4 CLCN5 CLCN6 CLCN7
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## CLCNKA CLCNKB CLC CLDN10 CLDN11 CLDN12 CLDN14 CLDN15 CLDN16 CLDN17 CLDN18
## 1 0 0 0 0 0 0 0 0 0 0 0
## CLDN19 CLDN1 CLDN20 CLDN22 CLDN23 CLDN25 CLDN2 CLDN3 CLDN4 CLDN5 CLDN6 CLDN7
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## CLDN8 CLDN9 CLDND1 CLDND2 CLEC10A CLEC11A CLEC12A CLEC12B CLEC14A CLEC16A
## 1 0 0 0 0 0 0 0 0 0 0
## CLEC17A CLEC18A CLEC18B CLEC18C CLEC1A CLEC1B CLEC2A CLEC2B CLEC2D CLEC2L
## 1 0 0 0 0 0 0 0 0 0 0
## CLEC3A CLEC3B CLEC4A CLEC4C CLEC4D CLEC4E CLEC4F CLEC4GP1 CLEC4G CLEC4M
## 1 0 0 0 0 0 0 0 0 0 0
## CLEC5A CLEC6A CLEC7A CLEC9A CLECL1 CLGN CLIC1 CLIC2 CLIC3 CLIC4 CLIC5 CLIC6
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## CLINT1 CLIP1 CLIP2 CLIP3 CLIP4 CLK1 CLK2P CLK2 CLK3 CLK4 CLLU1OS CLLU1 CLMN
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## CLN3 CLN5 CLN6 CLN8 CLNK CLNS1A CLOCK CLP1 CLPB CLPP CLPS CLPTM1L CLPTM1 CLPX
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## CLRN1OS CLRN1 CLRN2 CLRN3 CLSPN CLSTN1 CLSTN2 CLSTN3 CLTA CLTB CLTCL1 CLTC
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## CLUAP1 CLUL1 CLU CLVS1 CLVS2 CLYBL CMA1 CMAH CMAS CMBL CMC1 CMIP CMKLR1 CMPK1
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## CMPK2 CMTM1 CMTM2 CMTM3 CMTM4 CMTM5 CMTM6 CMTM7 CMTM8 CMYA5 CN5H6.4 CNBD1
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## CNBP CNDP1 CNDP2 CNFN CNGA1 CNGA2 CNGA3 CNGA4 CNGB1 CNGB3 CNIH2 CNIH3 CNIH4
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## CNIH CNKSR1 CNKSR2 CNKSR3 CNN1 CNN2 CNN3 CNNM1 CNNM2 CNNM3 CNNM4 CNOT10 CNOT1
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## CNOT2 CNOT3 CNOT4 CNOT6L CNOT6 CNOT7 CNOT8 CNO CNPY1 CNPY2 CNPY3 CNPY4 CNP
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## CNR1 CNR2 CNRIP1 CNST CNTD1 CNTD2 CNTFR CNTF CNTLN CNTN1 CNTN2 CNTN3 CNTN4
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## CNTN5 CNTN6 CNTNAP1 CNTNAP2 CNTNAP3 CNTNAP4 CNTNAP5 CNTROB COASY COBLL1 COBL
## 1 0 0 0 0 0 0 0 0 0 0 0
## COBRA1 COCH COG1 COG2 COG3 COG4 COG5 COG6 COG7 COG8 COIL COL10A1 COL11A1
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## COL11A2 COL12A1 COL13A1 COL14A1 COL15A1 COL16A1 COL17A1 COL18A1 COL19A1
## 1 0 0 0 0 0 0 0 0 0
## COL1A1 COL1A2 COL20A1 COL21A1 COL22A1 COL23A1 COL24A1 COL25A1 COL27A1 COL28A1
## 1 0 0 0 0 0 0 0 0 0 0
## COL29A1 COL2A1 COL3A1 COL4A1 COL4A2 COL4A3BP COL4A3 COL4A4 COL4A5 COL4A6
## 1 0 0 0 0 0 0 0 0 0 0
## COL5A1 COL5A2 COL5A3 COL6A1 COL6A2 COL6A3 COL6A4P2 COL6A6 COL7A1 COL8A1
## 1 0 0 0 0 0 0 0 0 0 0
## COL8A2 COL9A1 COL9A2 COL9A3 COLEC10 COLEC11 COLEC12 COLQ COMMD10 COMMD1
## 1 0 0 0 0 0 0 0 0 0 0
## COMMD2 COMMD3 COMMD4 COMMD5 COMMD6 COMMD7 COMMD8 COMMD9 COMP COMTD1 COMT COPA
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## COPB1 COPB2 COPE COPG2 COPG COPS2 COPS3 COPS4 COPS5 COPS6 COPS7A COPS7B COPS8
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## COPZ1 COPZ2 COQ10A COQ10B COQ2 COQ3 COQ4 COQ5 COQ6 COQ7 COQ9 CORIN CORO1A
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## CORO1B CORO1C CORO2A CORO2B CORO6 CORO7 CORT COTL1 COX10 COX11 COX15 COX16
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## COX17 COX18 COX19 COX4I1 COX4I2 COX4NB COX5A COX5B COX6A1 COX6A2 COX6B1
## 1 0 0 0 0 0 0 0 0 0 0 0
## COX6B2 COX6C COX7A1 COX7A2L COX7A2 COX7B2 COX7B COX7C COX8A COX8C CP110 CPA1
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## CPA2 CPA3 CPA4 CPA5 CPA6 CPAMD8 CPB1 CPB2 CPD CPEB1 CPEB2 CPEB3 CPEB4 CPE
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## CPLX1 CPLX2 CPLX3 CPLX4 CPM CPN1 CPN2 CPNE1 CPNE2 CPNE3 CPNE4 CPNE5 CPNE6
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## CPNE7 CPNE8 CPNE9 CPOX CPO CPPED1 CPS1 CPSF1 CPSF2 CPSF3L CPSF3 CPSF4L CPSF4
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## CPSF6 CPSF7 CPT1A CPT1B CPT1C CPT2 CPVL CPXCR1 CPXM1 CPXM2 CPZ CP CR1L CR1
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## CR2 CRABP1 CRABP2 CRADD CRAMP1L CRAT CRB1 CRB2 CRB3 CRBN CRCP CRCT1 CREB1
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## CREB3L1 CREB3L2 CREB3L3 CREB3L4 CREB3 CREB5 CREBBP CREBL2 CREBZF CREG1 CREG2
## 1 0 0 0 0 0 0 0 0 0 0 0
## CRELD1 CRELD2 CREM CRHBP CRHR1 CRHR2 CRH CRIM1 CRIP1 CRIP2 CRIP3 CRIPAK CRIPT
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## CRISP1 CRISP2 CRISP3 CRISPLD1 CRISPLD2 CRKL CRK CRLF1 CRLF2 CRLF3 CRLS1 CRMP1
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## CRNKL1 CRNN CROCCL1 CROCCL2 CROCC CROT CRP CRTAC1 CRTAM CRTAP CRTC1 CRTC2
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## CRTC3 CRX CRY1 CRY2 CRYAA CRYAB CRYBA1 CRYBA2 CRYBA4 CRYBB1 CRYBB2 CRYBB3
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## CRYBG3 CRYGA CRYGB CRYGC CRYGD CRYGN CRYGS CRYL1 CRYM CRYZL1 CRYZ CSAD CSAG1
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## CSAG2 CSAG3 CSDAP1 CSDA CSDC2 CSDE1 CSE1L CSF1R CSF1 CSF2RA CSF2RB CSF2 CSF3R
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## CSF3 CSGALNACT1 CSGALNACT2 CSH1 CSH2 CSHL1 CSK CSMD1 CSMD2 CSMD3 CSN1S1
## 1 0 0 0 0 0 0 0 0 0 0 0
## CSN1S2A CSN2 CSN3 CSNK1A1L CSNK1A1P CSNK1A1 CSNK1D CSNK1E CSNK1G1 CSNK1G2
## 1 0 0 0 0 0 0 0 0 0 0
## CSNK1G3 CSNK2A1P CSNK2A1 CSNK2A2 CSNK2B CSPG4 CSPG5 CSPP1 CSRNP1 CSRNP2
## 1 0 0 0 0 0 0 0 0 0 0
## CSRNP3 CSRP1 CSRP2BP CSRP2 CSRP3 CST11 CST1 CST2 CST3 CST4 CST5 CST6 CST7
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## CST8 CST9L CST9 CSTA CSTB CSTF1 CSTF2T CSTF2 CSTF3 CSTL1 CSTT CS CT45A1
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## CT45A2 CT45A3 CT45A4 CT45A5 CT45A6 CT47A1 CT47A2 CT47B1 CT62 CTAG1B CTAG2
## 1 0 0 0 0 0 0 0 0 0 0 0
## CTAGE1 CTAGE4 CTAGE5 CTAGE6 CTAGE9 CTBP1 CTBP2 CTBS CTCFL CTCF CTDP1 CTDSP1
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## CTDSP2 CTDSPL2 CTDSPL CTF1 CTGF CTHRC1 CTH CTLA4 CTNNA1 CTNNA2 CTNNA3 CTNNAL1
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## CTNNB1 CTNNBIP1 CTNNBL1 CTNND1 CTNND2 CTNS CTPS2 CTPS CTR9 CTRB1 CTRB2 CTRC
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## CTRL CTSA CTSB CTSC CTSD CTSE CTSF CTSG CTSH CTSK CTSL1 CTSL2 CTSL3 CTSO CTSS
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## CTSW CTSZ CTTNBP2NL CTTNBP2 CTTN CTU1 CTU2 CTXN1 CTXN2 CTXN3 CUBN CUEDC1
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## CUEDC2 CUL1 CUL2 CUL3 CUL4A CUL4B CUL5 CUL7 CUL9 CUTA CUTC CUX1 CUX2 CUZD1
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## CWC15 CWC22 CWC25 CWC27 CWF19L1 CWF19L2 CWH43 CX3CL1 CX3CR1 CXADRP2 CXADRP3
## 1 0 0 0 0 0 0 0 0 0 0 0
## CXADR CXCL10 CXCL11 CXCL12 CXCL13 CXCL14 CXCL16 CXCL17 CXCL1 CXCL2 CXCL3
## 1 0 0 0 0 0 0 0 0 0 0 0
## CXCL5 CXCL6 CXCL9 CXCR1 CXCR2P1 CXCR2 CXCR3 CXCR4 CXCR5 CXCR6 CXCR7 CXXC1
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## CXXC4 CXXC5 CXorf1 CXorf21 CXorf22 CXorf23 CXorf26 CXorf27 CXorf30 CXorf36
## 1 0 0 0 0 0 0 0 0 0 0
## CXorf38 CXorf40A CXorf40B CXorf41 CXorf42 CXorf48 CXorf49B CXorf50B CXorf51
## 1 0 0 0 0 0 0 0 0 0
## CXorf56 CXorf57 CXorf58 CXorf59 CXorf61 CXorf64 CXorf65 CXorf66 CYB561D1
## 1 0 0 0 0 0 0 0 0 0
## CYB561D2 CYB561 CYB5A CYB5B CYB5D1 CYB5D2 CYB5R1 CYB5R2 CYB5R3 CYB5R4 CYB5RL
## 1 0 0 0 0 0 0 0 0 0 0 0
## CYBASC3 CYBA CYBB CYBRD1 CYC1 CYCSP52 CYCS CYFIP1 CYFIP2 CYGB CYHR1 CYLC1
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## CYLC2 CYLD CYMP CYP11A1 CYP11B1 CYP11B2 CYP17A1 CYP19A1 CYP1A1 CYP1A2 CYP1B1
## 1 0 0 0 0 0 0 0 0 0 0 0
## CYP20A1 CYP21A2 CYP24A1 CYP26A1 CYP26B1 CYP26C1 CYP27A1 CYP27B1 CYP27C1
## 1 0 0 0 0 0 0 0 0 0
## CYP2A13 CYP2A6 CYP2A7 CYP2B6 CYP2B7P1 CYP2C18 CYP2C19 CYP2C8 CYP2C9 CYP2D6
## 1 0 0 0 0 0 0 0 0 0 0
## CYP2D7P1 CYP2E1 CYP2F1 CYP2J2 CYP2R1 CYP2S1 CYP2U1 CYP2W1 CYP39A1 CYP3A43
## 1 0 0 0 0 0 0 0 0 0 0
## CYP3A4 CYP3A5 CYP3A7 CYP46A1 CYP4A11 CYP4A22 CYP4B1 CYP4F11 CYP4F12 CYP4F22
## 1 0 0 0 0 0 0 0 0 0 0
## CYP4F2 CYP4F3 CYP4F8 CYP4V2 CYP4X1 CYP4Z1 CYP4Z2P CYP51A1 CYP7A1 CYP7B1
## 1 0 0 0 0 0 0 0 0 0 0
## CYP8B1 CYR61 CYS1 CYSLTR1 CYSLTR2 CYTH1 CYTH2 CYTH3 CYTH4 CYTIP CYTL1 CYTSA
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## CYTSB CYYR1 CYorf15A CYorf15B D2HGDH D4S234E DAAM1 DAAM2 DAB1 DAB2IP DAB2
## 1 0 0 0 0 0 0 0 0 0 0 0
## DACH1 DACH2 DACT1 DACT2 DACT3 DAD1L DAD1 DAG1 DAGLA DAGLB DAK DALRD3 DAND5
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## DAOA DAO DAP3 DAPK1 DAPK2 DAPK3 DAPL1 DAPP1 DAP DARC DARS2 DARS DAXX DAZ1
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## DAZAP1 DAZAP2 DAZL DBC1 DBF4B DBF4 DBH DBI DBN1 DBNDD1 DBNDD2 DBNL DBP DBR1
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## DBT DBX1 DBX2 DCAF10 DCAF11 DCAF12L1 DCAF12L2 DCAF12 DCAF13 DCAF15 DCAF16
## 1 0 0 0 0 0 0 0 0 0 0 0
## DCAF17 DCAF4L1 DCAF4L2 DCAF4 DCAF5 DCAF6 DCAF7 DCAF8L1 DCAF8L2 DCAF8 DCAKD
## 1 0 0 0 0 0 0 0 0 0 0 0
## DCBLD1 DCBLD2 DCC DCDC1 DCDC2B DCDC2 DCD DCHS1 DCHS2 DCI DCK DCLK1 DCLK2
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## DCLK3 DCLRE1A DCLRE1B DCLRE1C DCN DCP1A DCP1B DCP2 DCPS DCST1 DCST2 DCTD
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## DCTN1 DCTN2 DCTN3 DCTN4 DCTN5 DCTN6 DCTPP1 DCT DCUN1D1 DCUN1D2 DCUN1D3
## 1 0 0 0 0 0 0 0 0 0 0 0
## DCUN1D4 DCUN1D5 DCXR DCX DDA1 DDAH1 DDAH2 DDB1 DDB2 DDC DDHD1 DDHD2 DDI1 DDI2
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## DDIT3 DDIT4L DDIT4 DDN DDOST DDO DDR1 DDR2 DDRGK1 DDTL DDT DDX10 DDX11L2
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## DDX11 DDX12 DDX17 DDX18 DDX19A DDX19B DDX1 DDX20 DDX21 DDX23 DDX24 DDX25
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## DDX26B DDX27 DDX28 DDX31 DDX39 DDX3X DDX3Y DDX41 DDX42 DDX43 DDX46 DDX47
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## DDX49 DDX4 DDX50 DDX51 DDX52 DDX53 DDX54 DDX55 DDX56 DDX58 DDX59 DDX5 DDX60L
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## DDX60 DDX6 DEAF1 DEC1 DECR1 DECR2 DEDD2 DEDD DEF6 DEF8 DEFA1B DEFA4 DEFA5
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## DEFA6 DEFB103B DEFB107A DEFB108B DEFB109P1B DEFB109P1 DEFB115 DEFB118 DEFB119
## 1 0 0 0 0 0 0 0 0 0
## DEFB123 DEFB124 DEFB125 DEFB126 DEFB129 DEFB131 DEFB132 DEFB134 DEFB135
## 1 0 0 0 0 0 0 0 0 0
## DEFB136 DEFB1 DEFB4A DEGS1 DEGS2 DEK DEM1 DENND1A DENND1B DENND1C DENND2A
## 1 0 0 0 0 0 0 0 0 0 0 0
## DENND2C DENND2D DENND3 DENND4A DENND4B DENND4C DENND5A DENND5B DENR DEPDC1B
## 1 0 0 0 0 0 0 0 0 0 0
## DEPDC1 DEPDC4 DEPDC5 DEPDC6 DEPDC7 DERA DERL1 DERL2 DERL3 DES DET1 DEXI DFFA
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## DFFB DFNA5 DFNB31 DFNB59 DGAT1 DGAT2L6 DGAT2 DGCR10 DGCR11 DGCR14 DGCR2 DGCR5
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## DGCR6L DGCR6 DGCR8 DGCR9 DGKA DGKB DGKD DGKE DGKG DGKH DGKI DGKK DGKQ DGKZ
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## DGUOK DHCR24 DHCR7 DHDDS DHDH DHDPSL DHFRL1 DHFR DHH DHODH DHPS DHRS11 DHRS12
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## DHRS13 DHRS1 DHRS2 DHRS3 DHRS4L1 DHRS4L2 DHRS4 DHRS7B DHRS7C DHRS7 DHRS9
## 1 0 0 0 0 0 0 0 0 0 0 0
## DHRSX DHTKD1 DHX15 DHX16 DHX29 DHX30 DHX32 DHX33 DHX34 DHX35 DHX36 DHX37
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## DHX38 DHX40P1 DHX40 DHX57 DHX58 DHX8 DHX9 DIABLO DIAPH1 DIAPH2 DIAPH3 DICER1
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## DIDO1 DIMT1L DIO1 DIO2 DIO3OS DIO3 DIP2A DIP2B DIP2C DIRAS1 DIRAS2 DIRAS3
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## DIRC1 DIRC2 DIRC3 DIS3L2 DIS3L DIS3 DISC1 DISC2 DISP1 DISP2 DIXDC1 DKC1
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## DKFZP434H168 DKFZP434K028 DKFZP434L187 DKFZP586I1420 DKFZP686I15217
## 1 0 0 0 0 0
## DKFZp434J0226 DKFZp434L192 DKFZp566F0947 DKFZp686A1627 DKFZp686O24166
## 1 0 0 0 0 0
## DKFZp761E198 DKFZp779M0652 DKK1 DKK2 DKK3 DKK4 DKKL1 DLAT DLC1 DLD DLEC1
## 1 0 0 0 0 0 0 0 0 0 0 0
## DLEU1 DLEU2L DLEU2 DLEU7 DLG1 DLG2 DLG3 DLG4 DLG5 DLGAP1 DLGAP2 DLGAP3 DLGAP4
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## DLGAP5 DLK1 DLK2 DLL1 DLL3 DLL4 DLST DLX1 DLX2 DLX3 DLX4 DLX5 DLX6AS DLX6
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## DMAP1 DMBT1 DMBX1 DMC1 DMD DMGDH DMKN DMP1 DMPK DMRT1 DMRT2 DMRT3 DMRTA1
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## DMRTA2 DMRTB1 DMRTC1B DMRTC1 DMRTC2 DMTF1 DMWD DMXL1 DMXL2 DNA2 DNAH10 DNAH11
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## DNAH12 DNAH14 DNAH17 DNAH1 DNAH2 DNAH3 DNAH5 DNAH6 DNAH7 DNAH8 DNAH9 DNAI1
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## DNAI2 DNAJA1 DNAJA2 DNAJA3 DNAJA4 DNAJB11 DNAJB12 DNAJB13 DNAJB14 DNAJB1
## 1 0 0 0 0 0 0 0 0 0 0
## DNAJB2 DNAJB3 DNAJB4 DNAJB5 DNAJB6 DNAJB7 DNAJB8 DNAJB9 DNAJC10 DNAJC11
## 1 0 0 0 0 0 0 0 0 0 0
## DNAJC12 DNAJC13 DNAJC14 DNAJC15 DNAJC16 DNAJC17 DNAJC18 DNAJC19 DNAJC1
## 1 0 0 0 0 0 0 0 0 0
## DNAJC21 DNAJC22 DNAJC24 DNAJC25-GNG10 DNAJC25 DNAJC27 DNAJC28 DNAJC2 DNAJC30
## 1 0 0 0 0 0 0 0 0 0
## DNAJC3 DNAJC4 DNAJC5B DNAJC5G DNAJC5 DNAJC6 DNAJC7 DNAJC8 DNAJC9 DNAL1 DNAL4
## 1 0 0 0 0 0 0 0 0 0 0 0
## DNALI1 DNASE1L1 DNASE1L2 DNASE1L3 DNASE1 DNASE2B DNASE2 DND1 DNER DNHD1 DNLZ
## 1 0 0 0 0 0 0 0 0 0 0 0
## DNM1L DNM1P35 DNM1 DNM2 DNM3 DNMBP DNMT1 DNMT3A DNMT3B DNMT3L DNPEP DNTTIP1
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## DNTTIP2 DNTT DOC2A DOC2B DOCK10 DOCK11 DOCK1 DOCK2 DOCK3 DOCK4 DOCK5 DOCK6
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## DOCK7 DOCK8 DOCK9 DOHH DOK1 DOK2 DOK3 DOK4 DOK5 DOK6 DOK7 DOLK DOLPP1 DOM3Z
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## DONSON DOPEY1 DOPEY2 DOT1L DPAGT1 DPCD DPCR1 DPEP1 DPEP2 DPEP3 DPF1 DPF2 DPF3
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## DPH1 DPH2 DPH3B DPH3 DPH5 DPM1 DPM2 DPM3 DPP10 DPP3 DPP4 DPP6 DPP7 DPP8 DPP9
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## DPPA2 DPPA3 DPPA4 DPPA5 DPRXP4 DPRX DPT DPY19L1 DPY19L2P1 DPY19L2P2 DPY19L2P4
## 1 0 0 0 0 0 0 0 0 0 0 0
## DPY19L2 DPY19L3 DPY19L4 DPY30 DPYD DPYSL2 DPYSL3 DPYSL4 DPYSL5 DPYS DQX1 DR1
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## DRAM1 DRAM2 DRAP1 DRD1 DRD2 DRD3 DRD4 DRD5 DRG1 DRG2 DRGX DRP2 DSC1 DSC2 DSC3
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## DSCAML1 DSCAM DSCC1 DSCR10 DSCR3 DSCR4 DSCR6 DSCR8 DSCR9 DSEL DSE DSG1 DSG2
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## DSG3 DSG4 DSN1 DSPP DSP DSTN DSTYK DST DTD1 DTHD1 DTL DTNA DTNBP1 DTNB DTWD1
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## DTWD2 DTX1 DTX2 DTX3L DTX3 DTX4 DTYMK DULLARD DUOX1 DUOX2 DUOXA1 DUOXA2 DUPD1
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## DUS1L DUS2L DUS3L DUS4L DUSP10 DUSP11 DUSP12 DUSP13 DUSP14 DUSP15 DUSP16
## 1 0 0 0 0 0 0 0 0 0 0 0
## DUSP18 DUSP19 DUSP1 DUSP21 DUSP22 DUSP23 DUSP26 DUSP27 DUSP28 DUSP2 DUSP3
## 1 0 0 0 0 0 0 0 0 0 0 0
## DUSP4 DUSP5P DUSP5 DUSP6 DUSP7 DUSP8 DUSP9 DUT DUXA DVL1 DVL2 DVL3 DVWA DYDC1
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## DYDC2 DYM DYNC1H1 DYNC1I1 DYNC1I2 DYNC1LI1 DYNC1LI2 DYNC2H1 DYNC2LI1 DYNLL1
## 1 0 0 0 0 0 0 0 0 0 0
## DYNLL2 DYNLRB1 DYNLRB2 DYNLT1 DYNLT3 DYRK1A DYRK1B DYRK2 DYRK3 DYRK4 DYSFIP1
## 1 0 0 0 0 0 0 0 0 0 0 0
## DYSF DYTN DYX1C1 DZIP1L DZIP1 DZIP3 E2F1 E2F2 E2F3 E2F4 E2F5 E2F6 E2F7 E2F8
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## E4F1 EAF1 EAF2 EAPP EARS2 EBAG9 EBF1 EBF2 EBF3 EBF4 EBI3 EBNA1BP2 EBPL EBP
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## ECD ECE1 ECE2 ECEL1 ECH1 ECHDC1 ECHDC2 ECHDC3 ECHS1 ECM1 ECM2 ECSCR ECSIT
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## ECT2L ECT2 EDA2R EDARADD EDAR EDA EDC3 EDC4 EDDM3A EDDM3B EDEM1 EDEM2 EDEM3
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## EDF1 EDIL3 EDN1 EDN2 EDN3 EDNRA EDNRB EEA1 EED EEF1A1P9 EEF1A1 EEF1A2 EEF1B2
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## EEF1DP3 EEF1D EEF1E1 EEF1G EEF2K EEF2 EEFSEC EEPD1 EFCAB10 EFCAB1 EFCAB2
## 1 0 0 0 0 0 0 0 0 0 0 0
## EFCAB3 EFCAB4A EFCAB4B EFCAB5 EFCAB6 EFCAB7 EFEMP1 EFEMP2 EFHA1 EFHA2 EFHB
## 1 0 0 0 0 0 0 0 0 0 0 0
## EFHC1 EFHC2 EFHD1 EFHD2 EFNA1 EFNA2 EFNA3 EFNA4 EFNA5 EFNB1 EFNB2 EFNB3 EFR3A
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## EFR3B EFS EFTUD1 EFTUD2 EGFL6 EGFL7 EGFL8 EGFLAM EGFR EGF EGLN1 EGLN2 EGLN3
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## EGOT EGR1 EGR2 EGR3 EGR4 EHBP1L1 EHBP1 EHD1 EHD2 EHD3 EHD4 EHF EHHADH EHMT1
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## EHMT2 EI24 EID1 EID2B EID2 EID3 EIF1AD EIF1AX EIF1AY EIF1B EIF1 EIF2AK1
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## EIF2AK2 EIF2AK3 EIF2AK4 EIF2A EIF2B1 EIF2B2 EIF2B3 EIF2B4 EIF2B5 EIF2C1
## 1 0 0 0 0 0 0 0 0 0 0
## EIF2C2 EIF2C3 EIF2C4 EIF2S1 EIF2S2 EIF2S3 EIF3A EIF3B EIF3CL EIF3C EIF3D
## 1 0 0 0 0 0 0 0 0 0 0 0
## EIF3E EIF3F EIF3G EIF3H EIF3IP1 EIF3I EIF3J EIF3K EIF3L EIF3M EIF4A1 EIF4A2
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## EIF4A3 EIF4B EIF4E1B EIF4E2 EIF4E3 EIF4EBP1 EIF4EBP2 EIF4EBP3 EIF4ENIF1 EIF4E
## 1 0 0 0 0 0 0 0 0 0 0
## EIF4G1 EIF4G2 EIF4G3 EIF4H EIF5A2 EIF5AL1 EIF5A EIF5B EIF5 EIF6 ELAC1 ELAC2
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## ELANE ELAVL1 ELAVL2 ELAVL3 ELAVL4 ELF1 ELF2 ELF3 ELF4 ELF5 ELFN1 ELFN2 ELK1
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## ELK3 ELK4 ELL2 ELL3 ELL ELMO1 ELMO2 ELMO3 ELMOD1 ELMOD2 ELMOD3 ELN ELOF1
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## ELOVL1 ELOVL2 ELOVL3 ELOVL4 ELOVL5 ELOVL6 ELOVL7 ELP2P ELP2 ELP3 ELP4 ELSPBP1
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## ELTD1 EMB EMCN EMD EME1 EME2 EMG1 EMID1 EMID2 EMILIN1 EMILIN2 EMILIN3 EML1
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## EML2 EML3 EML4 EML5 EML6 EMP1 EMP2 EMP3 EMR1 EMR2 EMR3 EMR4P EMX1 EMX2OS EMX2
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## EN1 EN2 ENAH ENAM ENC1 ENDOD1 ENDOG ENDOU ENGASE ENG ENHO ENKUR ENO1 ENO2
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## ENO3 ENOPH1 ENOSF1 ENOX1 ENOX2 ENPEP ENPP1 ENPP2 ENPP3 ENPP4 ENPP5 ENPP6
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## ENPP7 ENSA ENTHD1 ENTPD1 ENTPD2 ENTPD3 ENTPD4 ENTPD5 ENTPD6 ENTPD7 ENTPD8
## 1 0 0 0 0 0 0 0 0 0 0 0
## ENY2 EOMES EP300 EP400NL EP400 EPAS1 EPB41L1 EPB41L2 EPB41L3 EPB41L4A
## 1 0 0 0 0 0 0 0 0 0 0
## EPB41L4B EPB41L5 EPB41 EPB42 EPB49 EPC1 EPC2 EPCAM EPDR1 EPGN EPHA10 EPHA1
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## EPHA2 EPHA3 EPHA4 EPHA5 EPHA6 EPHA7 EPHA8 EPHB1 EPHB2 EPHB3 EPHB4 EPHB6 EPHX1
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## EPHX2 EPHX3 EPHX4 EPM2AIP1 EPM2A EPN1 EPN2 EPN3 EPOR EPO EPPK1 EPR1 EPRS
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## EPS15L1 EPS15 EPS8L1 EPS8L2 EPS8L3 EPS8 EPSTI1 EPT1 EPX EPYC ERAL1 ERAP1
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## ERAP2 ERAS ERBB2IP ERBB2 ERBB3 ERBB4 ERC1 ERC2 ERCC1 ERCC2 ERCC3 ERCC4 ERCC5
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## ERCC6L ERCC6 ERCC8 EREG ERF ERGIC1 ERGIC2 ERGIC3 ERG ERH ERI1 ERI2 ERI3
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## ERICH1 ERLEC1 ERLIN1 ERLIN2 ERMAP ERMN ERMP1 ERN1 ERN2 ERO1LB ERO1L ERP27
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## ERP29 ERP44 ERRFI1 ERVFRDE1 ESAM ESCO1 ESCO2 ESD ESF1 ESM1 ESPL1 ESPNL ESPNP
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## ESPN ESR1 ESR2 ESRP1 ESRP2 ESRRA ESRRB ESRRG ESX1 ESYT1 ESYT2 ESYT3 ETAA1
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## ETF1 ETFA ETFB ETFDH ETHE1 ETNK1 ETNK2 ETS1 ETS2 ETV1 ETV2 ETV3L ETV3 ETV4
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## ETV5 ETV6 ETV7 EVC2 EVC EVI2A EVI2B EVI5L EVI5 EVL EVPLL EVPL EVX1 EVX2 EWSR1
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## EXD1 EXD2 EXD3 EXO1 EXOC1 EXOC2 EXOC3L2 EXOC3L EXOC3 EXOC4 EXOC5 EXOC6B EXOC6
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## EXOC7 EXOC8 EXOG EXOSC10 EXOSC1 EXOSC2 EXOSC3 EXOSC4 EXOSC5 EXOSC6 EXOSC7
## 1 0 0 0 0 0 0 0 0 0 0 0
## EXOSC8 EXOSC9 EXPH5 EXT1 EXT2 EXTL1 EXTL2 EXTL3 EYA1 EYA2 EYA3 EYA4 EYS EZH1
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## EZH2 EZR F10 F11R F11 F12 F13A1 F13B F2RL1 F2RL2 F2RL3 F2R F2 F3 F5 F7 F8A1
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## F8 F9 FA2H FAAH2 FAAH FABP12 FABP1 FABP2 FABP3 FABP4 FABP5L3 FABP5 FABP6
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## FABP7 FABP9 FADD FADS1 FADS2 FADS3 FADS6 FAF1 FAF2 FAHD1 FAHD2A FAHD2B FAH
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## FAIM2 FAIM3 FAIM FAM100A FAM100B FAM101A FAM101B FAM102A FAM102B FAM103A1
## 1 0 0 0 0 0 0 0 0 0 0
## FAM104A FAM104B FAM105A FAM105B FAM106A FAM106C FAM107A FAM107B FAM108A1
## 1 0 0 0 0 0 0 0 0 0
## FAM108B1 FAM108C1 FAM109A FAM109B FAM10A4 FAM110A FAM110B FAM110C FAM111A
## 1 0 0 0 0 0 0 0 0 0
## FAM111B FAM113A FAM113B FAM114A1 FAM114A2 FAM115A FAM115C FAM116A FAM116B
## 1 0 0 0 0 0 0 0 0 0
## FAM117A FAM117B FAM118A FAM118B FAM119A FAM119B FAM120AOS FAM120A FAM120B
## 1 0 0 0 0 0 0 0 0 0
## FAM120C FAM122A FAM122B FAM122C FAM123A FAM123B FAM123C FAM124A FAM124B
## 1 0 0 0 0 0 0 0 0 0
## FAM125A FAM125B FAM126A FAM126B FAM127A FAM127B FAM127C FAM128A FAM128B
## 1 0 0 0 0 0 0 0 0 0
## FAM129A FAM129B FAM129C FAM131A FAM131B FAM131C FAM132A FAM133A FAM133B
## 1 0 0 0 0 0 0 0 0 0
## FAM134A FAM134B FAM134C FAM135A FAM135B FAM136A FAM136B FAM138B FAM138D
## 1 0 0 0 0 0 0 0 0 0
## FAM138E FAM138F FAM13AOS FAM13A FAM13B FAM13C FAM149A FAM149B1 FAM150A
## 1 0 0 0 0 0 0 0 0 0
## FAM150B FAM151A FAM151B FAM153A FAM153B FAM153C FAM154A FAM154B FAM155A
## 1 0 0 0 0 0 0 0 0 0
## FAM155B FAM156A FAM157A FAM157B FAM158A FAM159A FAM160A1 FAM160A2 FAM160B1
## 1 0 0 0 0 0 0 0 0 0
## FAM160B2 FAM161A FAM161B FAM162A FAM162B FAM163A FAM163B FAM164A FAM164C
## 1 0 0 0 0 0 0 0 0 0
## FAM165B FAM166A FAM166B FAM167A FAM167B FAM168A FAM168B FAM169A FAM169B
## 1 0 0 0 0 0 0 0 0 0
## FAM170A FAM170B FAM171A1 FAM171A2 FAM171B FAM172A FAM173A FAM173B FAM174A
## 1 0 0 0 0 0 0 0 0 0
## FAM174B FAM175A FAM175B FAM176A FAM176B FAM177A1 FAM177B FAM178A FAM178B
## 1 0 0 0 0 0 0 0 0 0
## FAM179A FAM179B FAM180A FAM180B FAM181A FAM181B FAM182A FAM182B FAM183A
## 1 0 0 0 0 0 0 0 0 0
## FAM183B FAM184A FAM184B FAM185A FAM186A FAM186B FAM187B FAM188A FAM188B
## 1 0 0 0 0 0 0 0 0 0
## FAM189A1 FAM189A2 FAM189B FAM18A FAM18B2 FAM18B FAM190A FAM190B FAM192A
## 1 0 0 0 0 0 0 0 0 0
## FAM193A FAM193B FAM194A FAM194B FAM195A FAM195B FAM196A FAM196B FAM198A
## 1 0 0 0 0 0 0 0 0 0
## FAM198B FAM199X FAM19A1 FAM19A2 FAM19A3 FAM19A4 FAM19A5 FAM200A FAM200B
## 1 0 0 0 0 0 0 0 0 0
## FAM20A FAM20B FAM20C FAM21A FAM21B FAM21C FAM22A FAM22D FAM22F FAM22G FAM23A
## 1 0 0 0 0 0 0 0 0 0 0 0
## FAM24A FAM24B FAM25A FAM25B FAM26D FAM26E FAM26F FAM27A FAM27B FAM27C FAM27L
## 1 0 0 0 0 0 0 0 0 0 0 0
## FAM32A FAM35A FAM35B2 FAM35B FAM36A FAM38A FAM38B FAM3A FAM3B FAM3C FAM3D
## 1 0 0 0 0 0 0 0 0 0 0 0
## FAM40A FAM40B FAM41C FAM43A FAM43B FAM45A FAM45B FAM46A FAM46B FAM46C FAM46D
## 1 0 0 0 0 0 0 0 0 0 0 0
## FAM47A FAM47B FAM47C FAM47E FAM48A FAM48B1 FAM48B2 FAM49A FAM49B FAM50A
## 1 0 0 0 0 0 0 0 0 0 0
## FAM50B FAM53A FAM53B FAM53C FAM54A FAM54B FAM55A FAM55B FAM55C FAM55D FAM57A
## 1 0 0 0 0 0 0 0 0 0 0 0
## FAM57B FAM58A FAM58B FAM59A FAM5B FAM5C FAM60A FAM63A FAM63B FAM64A FAM65A
## 1 0 0 0 0 0 0 0 0 0 0 0
## FAM65B FAM65C FAM66A FAM66C FAM66D FAM66E FAM69A FAM69B FAM69C FAM70A FAM70B
## 1 0 0 0 0 0 0 0 0 0 0 0
## FAM71A FAM71B FAM71C FAM71D FAM71E1 FAM71E2 FAM71F1 FAM71F2 FAM72A FAM72B
## 1 0 0 0 0 0 0 0 0 0 0
## FAM72D FAM73A FAM73B FAM74A1 FAM74A3 FAM74A4 FAM75A2 FAM75A3 FAM75A5 FAM75A6
## 1 0 0 0 0 0 0 0 0 0 0
## FAM75C1 FAM76A FAM76B FAM78A FAM78B FAM7A2 FAM7A3 FAM81A FAM81B FAM82A1
## 1 0 0 0 0 0 0 0 0 0 0
## FAM82A2 FAM82B FAM83A FAM83B FAM83C FAM83D FAM83E FAM83F FAM83G FAM83H FAM84A
## 1 0 0 0 0 0 0 0 0 0 0 0
## FAM84B FAM86A FAM86B1 FAM86B2 FAM86C FAM86D FAM89A FAM89B FAM8A1 FAM90A1
## 1 0 0 0 0 0 0 0 0 0 0
## FAM90A7 FAM91A1 FAM92A1 FAM92A3 FAM92B FAM95B1 FAM96A FAM96B FAM98A FAM98B
## 1 0 0 0 0 0 0 0 0 0 0
## FAM98C FAM99A FAM9A FAM9B FAM9C FANCA FANCB FANCC FANCD2 FANCE FANCF FANCG
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## FANCI FANCL FANCM FANK1 FAP FAR1 FAR2 FARP1 FARP2 FARS2 FARSA FARSB FASLG
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## FASN FASTKD1 FASTKD2 FASTKD3 FASTKD5 FASTK FAS FAT1 FAT2 FAT3 FAT4 FATE1 FAU
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## FBF1 FBLIM1 FBLL1 FBLN1 FBLN2 FBLN5 FBLN7 FBL FBN1 FBN2 FBN3 FBP1 FBP2 FBRSL1
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## FBRS FBXL12 FBXL13 FBXL14 FBXL15 FBXL16 FBXL17 FBXL18 FBXL19 FBXL20 FBXL21
## 1 0 0 0 0 0 0 0 0 0 0 0
## FBXL22 FBXL2 FBXL3 FBXL4 FBXL5 FBXL6 FBXL7 FBXL8 FBXO10 FBXO11 FBXO15 FBXO16
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## FBXO17 FBXO18 FBXO21 FBXO22OS FBXO22 FBXO24 FBXO25 FBXO27 FBXO28 FBXO2 FBXO30
## 1 0 0 0 0 0 0 0 0 0 0 0
## FBXO31 FBXO32 FBXO33 FBXO34 FBXO36 FBXO38 FBXO39 FBXO3 FBXO40 FBXO41 FBXO42
## 1 0 0 0 0 0 0 0 0 0 0 0
## FBXO43 FBXO44 FBXO45 FBXO46 FBXO47 FBXO48 FBXO4 FBXO5 FBXO6 FBXO7 FBXO8 FBXO9
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## FBXW10 FBXW11 FBXW12 FBXW2 FBXW4 FBXW5 FBXW7 FBXW8 FBXW9 FCAMR FCAR FCER1A
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## FCER1G FCER2 FCF1 FCGBP FCGR1A FCGR1B FCGR1C FCGR2A FCGR2B FCGR2C FCGR3A
## 1 0 0 0 0 0 0 0 0 0 0 0
## FCGR3B FCGRT FCHO1 FCHO2 FCHSD1 FCHSD2 FCN1 FCN2 FCN3 FCRL1 FCRL2 FCRL3 FCRL4
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## FCRL5 FCRL6 FCRLA FCRLB FDFT1 FDPSL2A FDPS FDX1L FDX1 FDXACB1 FDXR FECH FEM1A
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## FEM1B FEM1C FEN1 FER1L4 FER1L5 FER1L6 FERD3L FERMT1 FERMT2 FERMT3 FER FES
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## FETUB FEV FEZ1 FEZ2 FEZF1 FEZF2 FFAR1 FFAR2 FFAR3 FGA FGB FGD1 FGD2 FGD3 FGD4
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## FGD5 FGD6 FGF10 FGF11 FGF12 FGF13 FGF14 FGF16 FGF17 FGF18 FGF19 FGF1 FGF20
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## FGF21 FGF22 FGF23 FGF2 FGF3 FGF4 FGF5 FGF6 FGF7 FGF8 FGF9 FGFBP1 FGFBP2
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## FGFBP3 FGFR1OP2 FGFR1OP FGFR1 FGFR2 FGFR3 FGFR4 FGFRL1 FGGY FGG FGL1 FGL2 FGR
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## FHAD1 FHDC1 FHIT FHL1 FHL2 FHL3 FHL5 FHOD1 FHOD3 FH FIBCD1 FIBIN FIBP FICD
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## FIG4 FIGF FIGLA FIGNL1 FIGNL2 FIGN FILIP1L FILIP1 FIP1L1 FIS1 FITM1 FITM2
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## FIZ1 FJX1 FKBP10 FKBP11 FKBP14 FKBP15 FKBP1AP1 FKBP1A FKBP1B FKBP2 FKBP3
## 1 0 0 0 0 0 0 0 0 0 0 0
## FKBP4 FKBP5 FKBP6 FKBP7 FKBP8 FKBP9L FKBP9 FKBPL FKRP FKSG29 FKSG73 FKSG83
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## FKTN FLAD1 FLCN FLG2 FLG FLI1 FLII FLJ10038 FLJ10213 FLJ10357 FLJ10661
## 1 0 0 0 0 0 0 0 0 0 0 0
## FLJ11235 FLJ12825 FLJ13197 FLJ13224 FLJ14107 FLJ16779 FLJ22536 FLJ23867
## 1 0 0 0 0 0 0 0 0
## FLJ25328 FLJ25363 FLJ25758 FLJ26850 FLJ30679 FLJ32063 FLJ33360 FLJ33630
## 1 0 0 0 0 0 0 0 0
## FLJ34503 FLJ35024 FLJ35220 FLJ35390 FLJ35776 FLJ36000 FLJ36031 FLJ36777
## 1 0 0 0 0 0 0 0 0
## FLJ37201 FLJ37307 FLJ37453 FLJ37543 FLJ39582 FLJ39609 FLJ39653 FLJ39739
## 1 0 0 0 0 0 0 0 0
## FLJ40292 FLJ40330 FLJ40434 FLJ40504 FLJ40852 FLJ41941 FLJ42289 FLJ42393
## 1 0 0 0 0 0 0 0 0
## FLJ42627 FLJ42709 FLJ42875 FLJ43390 FLJ43663 FLJ43859 FLJ43860 FLJ43950
## 1 0 0 0 0 0 0 0 0
## FLJ44054 FLJ44082 FLJ44606 FLJ44635 FLJ45079 FLJ45244 FLJ45340 FLJ45445
## 1 0 0 0 0 0 0 0 0
## FLJ45983 FLJ46111 FLJ46321 FLJ46361 FLJ90757 FLNA FLNB FLNC FLOT1 FLOT2 FLRT1
## 1 0 0 0 0 0 0 0 0 0 0 0
## FLRT2 FLRT3 FLT1 FLT3LG FLT3 FLT4 FLVCR1 FLVCR2 FLYWCH1 FLYWCH2 FMN1 FMN2
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## FMNL1 FMNL2 FMNL3 FMO1 FMO2 FMO3 FMO4 FMO5 FMO6P FMO9P FMOD FMR1NB FMR1 FN1
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## FN3KRP FN3K FNBP1L FNBP1 FNBP4 FNDC1 FNDC3A FNDC3B FNDC4 FNDC5 FNDC7 FNDC8
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## FNIP1 FNIP2 FNTA FNTB FOLH1B FOLH1 FOLR1 FOLR2 FOLR3 FOLR4 FOSB FOSL1 FOSL2
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## FOS FOXA1 FOXA2 FOXA3 FOXB1 FOXB2 FOXC1 FOXC2 FOXD1 FOXD2 FOXD3 FOXD4L1
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## FOXD4L2 FOXD4L3 FOXD4L5 FOXD4L6 FOXD4 FOXE1 FOXE3 FOXF1 FOXF2 FOXG1 FOXH1
## 1 0 0 0 0 0 0 0 0 0 0 0
## FOXI1 FOXI2 FOXI3 FOXJ1 FOXJ2 FOXJ3 FOXK1 FOXK2 FOXL1 FOXL2 FOXM1 FOXN1 FOXN2
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## FOXN3 FOXN4 FOXO1 FOXO3B FOXO3 FOXO4 FOXP1 FOXP2 FOXP3 FOXP4 FOXQ1 FOXR1
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## FOXR2 FOXRED1 FOXRED2 FOXS1 FPGS FPGT FPR1 FPR2 FPR3 FRAS1 FRAT1 FRAT2 FREM1
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## FREM2 FRG1B FRG1 FRG2B FRG2C FRG2 FRK FRMD1 FRMD3 FRMD4A FRMD4B FRMD5 FRMD6
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## FRMD7 FRMD8 FRMPD1 FRMPD2L1 FRMPD2 FRMPD4 FRRS1 FRS2 FRS3 FRYL FRY FRZB FSCB
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## FSCN1 FSCN2 FSCN3 FSD1L FSD1 FSD2 FSHB FSHR FSIP1 FSTL1 FSTL3 FSTL4 FSTL5 FST
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## FTCD FTH1 FTHL17 FTHL3 FTLP10 FTL FTMT FTO FTSJ1 FTSJ2 FTSJ3 FTSJD1 FTSJD2
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## FUBP1 FUBP3 FUCA1 FUCA2 FUK FUNDC1 FUNDC2P2 FUNDC2 FURIN FUS FUT10 FUT11 FUT1
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## FUT2 FUT3 FUT4 FUT5 FUT6 FUT7 FUT8 FUT9 FUZ FXC1 FXN FXR1 FXR2 FXYD1 FXYD2
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## FXYD3 FXYD4 FXYD5 FXYD6 FXYD7 FYB FYCO1 FYN FYTTD1 FZD10 FZD1 FZD2 FZD3 FZD4
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## FZD5 FZD6 FZD7 FZD8 FZD9 FZR1 G0S2 G2E3 G3BP1 G3BP2 G6PC2 G6PC3 G6PC G6PD GAA
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## GAB1 GAB2 GAB3 GAB4 GABARAPL1 GABARAPL2 GABARAPL3 GABARAP GABBR1 GABBR2 GABPA
## 1 0 0 0 0 0 0 0 0 0 0 0
## GABPB1 GABPB2 GABRA1 GABRA2 GABRA3 GABRA4 GABRA5 GABRA6 GABRB1 GABRB2 GABRB3
## 1 0 0 0 0 0 0 0 0 0 0 0
## GABRD GABRE GABRG1 GABRG2 GABRG3 GABRP GABRQ GABRR1 GABRR2 GABRR3 GAD1 GAD2
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## GADD45A GADD45B GADD45GIP1 GADD45G GADL1 GAGE10 GAGE12D GAGE12F GAGE12J
## 1 0 0 0 0 0 0 0 0 0
## GAGE13 GAGE1 GAGE2A GAGE2B GAGE2C GAGE2D GAGE2E GAGE4 GAGE8 GAK GAL3ST1
## 1 0 0 0 0 0 0 0 0 0 0 0
## GAL3ST2 GAL3ST3 GAL3ST4 GALC GALE GALK1 GALK2 GALM GALNS GALNT10 GALNT11
## 1 0 0 0 0 0 0 0 0 0 0 0
## GALNT12 GALNT13 GALNT14 GALNT1 GALNT2 GALNT3 GALNT4 GALNT5 GALNT6 GALNT7
## 1 0 0 0 0 0 0 0 0 0 0
## GALNT8 GALNT9 GALNTL1 GALNTL2 GALNTL4 GALNTL5 GALNTL6 GALP GALR1 GALR2 GALR3
## 1 0 0 0 0 0 0 0 0 0 0 0
## GALT GAL GAMT GANAB GANC GAN GAP43 GAPDHS GAPDH GAPT GAPVD1 GAR1 GARNL3 GARS
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## GART GAS1 GAS2L1 GAS2L2 GAS2L3 GAS2 GAS5 GAS6 GAS7 GAS8 GAST GATA1 GATA2
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## GATA3 GATA4 GATA5 GATA6 GATAD1 GATAD2A GATAD2B GATC GATM GATSL1 GATSL2 GATSL3
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## GATS GBA2 GBA3 GBAP1 GBAS GBA GBE1 GBF1 GBGT1 GBP1 GBP2 GBP3 GBP4 GBP5 GBP6
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## GBP7 GBX1 GBX2 GCAT GCA GCC1 GCC2 GCDH GCET2 GCFC1 GCGR GCG GCH1 GCHFR GCKR
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## GCK GCLC GCLM GCM1 GCM2 GCN1L1 GCNT1 GCNT2 GCNT3 GCNT4 GCNT7 GCOM1 GCSH GC
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## GDAP1L1 GDAP1 GDAP2 GDA GDE1 GDEP GDF10 GDF11 GDF15 GDF1 GDF2 GDF3 GDF5 GDF6
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## GDF7 GDF9 GDI1 GDI2 GDNF GDPD1 GDPD2 GDPD3 GDPD4 GDPD5 GEFT GEMIN4 GEMIN5
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## GEMIN6 GEMIN7 GEMIN8P4 GEMIN8 GEM GEN1 GET4 GFAP GFER GFI1B GFI1 GFM1 GFM2
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## GFOD1 GFOD2 GFPT1 GFPT2 GFRA1 GFRA2 GFRA3 GFRA4 GFRAL GGA1 GGA2 GGA3 GGCT
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## GGCX GGH GGNBP1 GGNBP2 GGN GGPS1 GGT1 GGT3P GGT5 GGT6 GGT7 GGT8P GGTA1 GGTLC1
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## GGTLC2 GH1 GH2 GHDC GHITM GHRHR GHRH GHRLOS GHRL GHR GHSR GIF GIGYF1 GIGYF2
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## GIMAP1 GIMAP2 GIMAP4 GIMAP5 GIMAP6 GIMAP7 GIMAP8 GIN1 GINS1 GINS2 GINS3 GINS4
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## GIPC1 GIPC2 GIPC3 GIPR GIP GIT1 GIT2 GIYD2 GJA10 GJA1 GJA3 GJA4 GJA5 GJA8
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## GJA9 GJB1 GJB2 GJB3 GJB4 GJB5 GJB6 GJB7 GJC1 GJC2 GJC3 GJD2 GJD3 GJD4 GK2
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## GK3P GK5 GKAP1 GKN1 GKN2 GK GLA GLB1L2 GLB1L3 GLB1L GLB1 GLCCI1 GLCE GLDC
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## GLDN GLE1 GLG1 GLI1 GLI2 GLI3 GLI4 GLIPR1L1 GLIPR1L2 GLIPR1 GLIPR2 GLIS1
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## GLIS2 GLIS3 GLMN GLO1 GLOD4 GLOD5 GLP1R GLP2R GLRA1 GLRA2 GLRA3 GLRA4 GLRB
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## GLRX2 GLRX3 GLRX5 GLRX GLS2 GLS GLT1D1 GLT25D1 GLT25D2 GLT6D1 GLT8D1 GLT8D2
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## GLTPD1 GLTPD2 GLTP GLTSCR1 GLTSCR2 GLUD1 GLUD2 GLUL GLYATL1 GLYATL2 GLYATL3
## 1 0 0 0 0 0 0 0 0 0 0 0
## GLYAT GLYCAM1 GLYCTK GLYR1 GM2A GMCL1L GMCL1 GMDS GMEB1 GMEB2 GMFB GMFG GMIP
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## GML GMNN GMPPA GMPPB GMPR2 GMPR GMPS GNA11 GNA12 GNA13 GNA14 GNA15 GNAI1
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## GNAI2 GNAI3 GNAL GNAO1 GNAQ GNASAS GNAS GNAT1 GNAT2 GNAT3 GNAZ GNB1L GNB1
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## GNB2L1 GNB2 GNB3 GNB4 GNB5 GNE GNG10 GNG11 GNG12 GNG13 GNG2 GNG3 GNG4 GNG5
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## GNG7 GNG8 GNGT1 GNGT2 GNL1 GNL2 GNL3L GNL3 GNLY GNMT GNPAT GNPDA1 GNPDA2
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## GNPNAT1 GNPTAB GNPTG GNRH1 GNRH2 GNRHR2 GNRHR GNS GOLGA1 GOLGA2B GOLGA2P3
## 1 0 0 0 0 0 0 0 0 0 0 0
## GOLGA2 GOLGA3 GOLGA4 GOLGA5 GOLGA6A GOLGA6B GOLGA6C GOLGA6D GOLGA6L10
## 1 0 0 0 0 0 0 0 0 0
## GOLGA6L1 GOLGA6L5 GOLGA6L6 GOLGA6L9 GOLGA7B GOLGA7 GOLGA8A GOLGA8B GOLGA8C
## 1 0 0 0 0 0 0 0 0 0
## GOLGA8DP GOLGA8E GOLGA8F GOLGA8G GOLGA9P GOLGB1 GOLIM4 GOLM1 GOLPH3L GOLPH3
## 1 0 0 0 0 0 0 0 0 0 0
## GOLT1A GOLT1B GON4L GOPC GORAB GORASP1 GORASP2 GOSR1 GOSR2 GOT1L1 GOT1 GOT2
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## GP1BA GP2 GP5 GP6 GP9 GPA33 GPAA1 GPAM GPAT2 GPATCH1 GPATCH2 GPATCH3 GPATCH4
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## GPATCH8 GPBAR1 GPBP1L1 GPBP1 GPC1 GPC2 GPC3 GPC4 GPC5 GPC6 GPCPD1 GPD1L GPD1
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## GPD2 GPER GPHA2 GPHB5 GPHN GPIHBP1 GPI GPKOW GPLD1 GPM6A GPM6B GPN1 GPN2 GPN3
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## GPNMB GPR101 GPR107 GPR108 GPR109A GPR109B GPR110 GPR111 GPR112 GPR113 GPR114
## 1 0 0 0 0 0 0 0 0 0 0 0
## GPR115 GPR116 GPR119 GPR120 GPR123 GPR124 GPR125 GPR126 GPR128 GPR12 GPR132
## 1 0 0 0 0 0 0 0 0 0 0 0
## GPR133 GPR135 GPR137B GPR137C GPR137 GPR139 GPR141 GPR142 GPR143 GPR144
## 1 0 0 0 0 0 0 0 0 0 0
## GPR146 GPR148 GPR149 GPR150 GPR151 GPR152 GPR153 GPR155 GPR156 GPR157 GPR158
## 1 0 0 0 0 0 0 0 0 0 0 0
## GPR15 GPR160 GPR161 GPR162 GPR171 GPR172A GPR172B GPR173 GPR174 GPR176 GPR179
## 1 0 0 0 0 0 0 0 0 0 0 0
## GPR17 GPR180 GPR182 GPR183 GPR18 GPR19 GPR1 GPR20 GPR21 GPR22 GPR25 GPR26
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## GPR27 GPR31 GPR32 GPR34 GPR35 GPR37L1 GPR37 GPR39 GPR3 GPR44 GPR45 GPR4 GPR50
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## GPR52 GPR55 GPR56 GPR61 GPR62 GPR63 GPR64 GPR65 GPR68 GPR6 GPR75 GPR77 GPR78
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## GPR81 GPR82 GPR83 GPR84 GPR85 GPR87 GPR88 GPR89A GPR89B GPR89C GPR97 GPR98
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## GPRASP1 GPRASP2 GPRC5A GPRC5B GPRC5C GPRC5D GPRC6A GPRIN1 GPRIN2 GPRIN3 GPS1
## 1 0 0 0 0 0 0 0 0 0 0 0
## GPS2 GPSM1 GPSM2 GPSM3 GPT2 GPT GPX1 GPX2 GPX3 GPX4 GPX5 GPX6 GPX7 GPX8
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## GRAMD1A GRAMD1B GRAMD1C GRAMD2 GRAMD3 GRAMD4 GRAP2 GRAPL GRAP GRASP GRB10
## 1 0 0 0 0 0 0 0 0 0 0 0
## GRB14 GRB2 GRB7 GREB1L GREB1 GREM1 GREM2 GRHL1 GRHL2 GRHL3 GRHPR GRIA1 GRIA2
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## GRIA3 GRIA4 GRID1 GRID2IP GRID2 GRIK1 GRIK2 GRIK3 GRIK4 GRIK5 GRIN1 GRIN2A
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## GRIN2B GRIN2C GRIN2D GRIN3A GRIN3B GRINA GRINL1A GRIP1 GRIP2 GRIPAP1 GRK1
## 1 0 0 0 0 0 0 0 0 0 0 0
## GRK4 GRK5 GRK6 GRK7 GRLF1 GRM1 GRM2 GRM3 GRM4 GRM5 GRM6 GRM7 GRM8 GRN GRPEL1
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## GRPEL2 GRPR GRP GRRP1 GRSF1 GRTP1 GRWD1 GRXCR1 GRXCR2 GSC2 GSC GSDMA GSDMB
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## GSDMC GSDMD GSG1L GSG1 GSG2 GSK3A GSK3B GSN GSPT1 GSPT2 GSR GSS GSTA1 GSTA2
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## GSTA3 GSTA4 GSTA5 GSTCD GSTK1 GSTM1 GSTM2P1 GSTM2 GSTM3 GSTM4 GSTM5 GSTO1
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## GSTO2 GSTP1 GSTT1 GSTT2 GSTTP1 GSTTP2 GSTZ1 GSX1 GSX2 GTDC1 GTF2A1L GTF2A1
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## GTF2A2 GTF2B GTF2E1 GTF2E2 GTF2F1 GTF2F2 GTF2H1 GTF2H2B GTF2H2C GTF2H2 GTF2H3
## 1 0 0 0 0 0 0 0 0 0 0 0
## GTF2H4 GTF2H5 GTF2IP1 GTF2IRD1 GTF2IRD2B GTF2IRD2P1 GTF2IRD2 GTF2I GTF3A
## 1 0 0 0 0 0 0 0 0 0
## GTF3C1 GTF3C2 GTF3C3 GTF3C4 GTF3C5 GTF3C6 GTPBP10 GTPBP1 GTPBP2 GTPBP3 GTPBP4
## 1 0 0 0 0 0 0 0 0 0 0 0
## GTPBP5 GTPBP8 GTSE1 GTSF1L GTSF1 GUCA1A GUCA1B GUCA1C GUCA2A GUCA2B GUCY1A2
## 1 0 0 0 0 0 0 0 0 0 0 0
## GUCY1A3 GUCY1B2 GUCY1B3 GUCY2C GUCY2D GUCY2E GUCY2F GUCY2GP GUF1 GUK1 GULP1
## 1 0 0 0 0 0 0 0 0 0 0 0
## GUSBL1 GUSBL2 GUSBP1 GUSBP3 GUSB GVIN1 GXYLT1 GXYLT2 GYG1 GYG2 GYLTL1B GYPA
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## GYPB GYPC GYPE GYS1 GYS2 GZF1 GZMA GZMB GZMH GZMK GZMM H19 H1F0 H1FNT H1FOO
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## H1FX H2AFB1 H2AFJ H2AFV H2AFX H2AFY2 H2AFY H2AFZ H2BFM H2BFWT H2BFXP H3F3A
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## H3F3B H3F3C H6PD HAAO HABP2 HABP4 HACE1 HACL1 HADHA HADHB HADH HAGHL HAGH HAL
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## HAMP HAND1 HAND2 HAO1 HAO2 HAP1 HAPLN1 HAPLN2 HAPLN3 HAPLN4 HAR1A HAR1B
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## HARBI1 HARS2 HARS HAS1 HAS2AS HAS2 HAS3 HAT1 HAUS1 HAUS2 HAUS3 HAUS4 HAUS5
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## HAUS6 HAUS7 HAUS8 HAVCR1 HAVCR2 HAX1 HBA1 HBA2 HBBP1 HBB HBD HBE1 HBEGF HBG1
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## HBG2 HBM HBP1 HBQ1 HBS1L HBXIP HBZ HCCS HCFC1R1 HCFC1 HCFC2 HCG11 HCG18 HCG22
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## HCG26 HCG27 HCG2P7 HCG4P6 HCG4 HCG9 HCK HCLS1 HCN1 HCN2 HCN3 HCN4 HCP5 HCRTR1
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## HCRTR2 HCRT HCST HDAC10 HDAC11 HDAC1 HDAC2 HDAC3 HDAC4 HDAC5 HDAC6 HDAC7
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## HDAC8 HDAC9 HDC HDDC2 HDDC3 HDGFL1 HDGFRP2 HDGFRP3 HDGF HDHD1A HDHD2 HDHD3
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## HDLBP HDX HEATR1 HEATR2 HEATR3 HEATR4 HEATR5A HEATR5B HEATR6 HEATR7A HEATR7B2
## 1 0 0 0 0 0 0 0 0 0 0 0
## HEBP1 HEBP2 HECA HECTD1 HECTD2 HECTD3 HECW1 HECW2 HEG1 HELB HELLS HELQ HELT
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## HELZ HEMGN HEMK1 HEPACAM2 HEPACAM HEPHL1 HEPH HEPN1 HERC1 HERC2P2 HERC2P4
## 1 0 0 0 0 0 0 0 0 0 0 0
## HERC2 HERC3 HERC4 HERC5 HERC6 HERPUD1 HERPUD2 HES1 HES2 HES3 HES4 HES5 HES6
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## HES7 HESRG HESX1 HEXA HEXB HEXDC HEXIM1 HEXIM2 HEY1 HEY2 HEYL HFE2 HFE HFM1
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## HGC6.3 HGD HGFAC HGF HGSNAT HGS HHATL HHAT HHEX HHIPL1 HHIPL2 HHIP HHLA1
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## HHLA2 HHLA3 HIAT1 HIATL1 HIATL2 HIBADH HIBCH HIC1 HIC2 HIF1AN HIF1A HIF3A
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## HIGD1A HIGD1B HIGD1C HIGD2A HIGD2B HILS1 HINFP HINT1 HINT2 HINT3 HIP1R HIP1
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## HIPK1 HIPK2 HIPK3 HIPK4 HIRA HIRIP3 HIST1H1A HIST1H1B HIST1H1C HIST1H1D
## 1 0 0 0 0 0 0 0 0 0 0
## HIST1H1E HIST1H1T HIST1H2AA HIST1H2AB HIST1H2AC HIST1H2AD HIST1H2AE HIST1H2AG
## 1 0 0 0 0 0 0 0 0
## HIST1H2AH HIST1H2AJ HIST1H2AK HIST1H2AL HIST1H2AM HIST1H2BA HIST1H2BB
## 1 0 0 0 0 0 0 0
## HIST1H2BC HIST1H2BD HIST1H2BE HIST1H2BF HIST1H2BG HIST1H2BH HIST1H2BI
## 1 0 0 0 0 0 0 0
## HIST1H2BJ HIST1H2BK HIST1H2BL HIST1H2BM HIST1H2BN HIST1H2BO HIST1H3A HIST1H3B
## 1 0 0 0 0 0 0 0 0
## HIST1H3C HIST1H3D HIST1H3E HIST1H3F HIST1H3G HIST1H3H HIST1H3I HIST1H3J
## 1 0 0 0 0 0 0 0 0
## HIST1H4A HIST1H4B HIST1H4C HIST1H4D HIST1H4E HIST1H4F HIST1H4G HIST1H4H
## 1 0 0 0 0 0 0 0 0
## HIST1H4I HIST1H4J HIST1H4K HIST1H4L HIST2H2AA3 HIST2H2AB HIST2H2AC HIST2H2BA
## 1 0 0 0 0 0 0 0 0
## HIST2H2BE HIST2H2BF HIST2H3C HIST2H3D HIST2H4A HIST3H2A HIST3H2BB HIST3H3
## 1 0 0 0 0 0 0 0 0
## HIST4H4 HIVEP1 HIVEP2 HIVEP3 HJURP HK1 HK2 HK3 HKDC1 HKR1 HLA-A HLA-B HLA-C
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## HLA-DMA HLA-DMB HLA-DOA HLA-DOB HLA-DPA1 HLA-DPB1 HLA-DPB2 HLA-DQA1 HLA-DQA2
## 1 0 0 0 0 0 0 0 0 0
## HLA-DQB1 HLA-DQB2 HLA-DRA HLA-DRB1 HLA-DRB5 HLA-DRB6 HLA-E HLA-F HLA-G HLA-H
## 1 0 0 0 0 0 0 0 0 0 0
## HLA-J HLA-L HLCS HLF HLTF HLX HM13 HMBOX1 HMBS HMCN1 HMG20A HMG20B HMGA1
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## HMGA2 HMGB1 HMGB2 HMGB3L1 HMGB3 HMGB4 HMGCLL1 HMGCL HMGCR HMGCS1 HMGCS2 HMGN1
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## HMGN2 HMGN3 HMGN4 HMGN5 HMGXB3 HMGXB4 HMHA1 HMHB1 HMMR HMOX1 HMOX2 HMP19 HMSD
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## HMX1 HMX2 HMX3 HN1L HN1 HNF1A HNF1B HNF4A HNF4G HNMT HNRNPA0 HNRNPA1L2
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## HNRNPA1 HNRNPA2B1 HNRNPA3P1 HNRNPA3 HNRNPAB HNRNPCL1 HNRNPC HNRNPD HNRNPF
## 1 0 0 0 0 0 0 0 0 0
## HNRNPH1 HNRNPH2 HNRNPH3 HNRNPK HNRNPL HNRNPM HNRNPR HNRNPUL1 HNRNPUL2 HNRNPU
## 1 0 0 0 0 0 0 0 0 0 0
## HNRPDL HNRPLL HOMER1 HOMER2 HOMER3 HOMEZ HOOK1 HOOK2 HOOK3 HOPX HORMAD1
## 1 0 0 0 0 0 0 0 0 0 0 0
## HORMAD2 HOTAIR HOXA10 HOXA11AS HOXA11 HOXA13 HOXA1 HOXA2 HOXA3 HOXA4 HOXA5
## 1 0 0 0 0 0 0 0 0 0 0 0
## HOXA6 HOXA7 HOXA9 HOXB13 HOXB1 HOXB2 HOXB3 HOXB4 HOXB5 HOXB6 HOXB7 HOXB8
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## HOXB9 HOXC10 HOXC11 HOXC12 HOXC13 HOXC4 HOXC5 HOXC6 HOXC8 HOXC9 HOXD10 HOXD11
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## HOXD12 HOXD13 HOXD1 HOXD3 HOXD4 HOXD8 HOXD9 HP1BP3 HPCAL1 HPCAL4 HPCA HPDL
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## HPD HPGDS HPGD HPN HPRT1 HPR HPS1 HPS3 HPS4 HPS5 HPS6 HPSE2 HPSE HPVC1 HPX
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## HPYR1 HP HRASLS2 HRASLS5 HRASLS HRAS HRCT1 HRC HRG HRH1 HRH2 HRH3 HRH4 HRK
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## HRNBP3 HRNR HRSP12 HR HS1BP3 HS2ST1 HS3ST1 HS3ST2 HS3ST3A1 HS3ST3B1 HS3ST4
## 1 0 0 0 0 0 0 0 0 0 0 0
## HS3ST5 HS3ST6 HS6ST1 HS6ST2 HS6ST3 HSBP1L1 HSBP1 HSCB HSD11B1L HSD11B1
## 1 0 0 0 0 0 0 0 0 0 0
## HSD11B2 HSD17B10 HSD17B11 HSD17B12 HSD17B13 HSD17B14 HSD17B1 HSD17B2 HSD17B3
## 1 0 0 0 0 0 0 0 0 0
## HSD17B4 HSD17B6 HSD17B7P2 HSD17B7 HSD17B8 HSD3B1 HSD3B2 HSD3B7 HSDL1 HSDL2
## 1 0 0 0 0 0 0 0 0 0 0
## HSF1 HSF2BP HSF2 HSF4 HSF5 HSFX2 HSFY2 HSFYL1 HSH2D HSN2 HSP90AA1 HSP90AB1
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## HSP90AB2P HSP90AB4P HSP90B1 HSP90B3P HSPA12A HSPA12B HSPA13 HSPA14 HSPA1A
## 1 0 0 0 0 0 0 0 0 0
## HSPA1B HSPA1L HSPA2 HSPA4L HSPA4 HSPA5 HSPA6 HSPA7 HSPA8 HSPA9 HSPB11 HSPB1
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## HSPB2 HSPB3 HSPB6 HSPB7 HSPB8 HSPB9 HSPBAP1 HSPBP1 HSPC072 HSPC157 HSPC159
## 1 0 0 0 0 0 0 0 0 0 0 0
## HSPD1 HSPE1 HSPG2 HSPH1 HTATIP2 HTATSF1 HTA HTN1 HTN3 HTR1A HTR1B HTR1D HTR1E
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## HTR1F HTR2A HTR2B HTR2C HTR3A HTR3B HTR3C HTR3D HTR3E HTR4 HTR5A HTR6 HTR7P1
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## HTR7 HTRA1 HTRA2 HTRA3 HTRA4 HTT HULC HUNK HUS1B HUS1 HUWE1 HVCN1 HYAL1 HYAL2
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## HYAL3 HYAL4 HYALP1 HYDIN HYI HYLS1 HYMAI HYOU1 IAH1 IAPP IARS2 IARS IBSP IBTK
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## ICA1L ICA1 ICAM1 ICAM2 ICAM3 ICAM4 ICAM5 ICK ICMT ICOSLG ICOS ICT1 ID1 ID2B
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## ID2 ID3 ID4 IDE IDH1 IDH2 IDH3A IDH3B IDH3G IDI1 IDI2 IDO1 IDO2 IDS IDUA IER2
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## IER3IP1 IER3 IER5L IER5 IFFO1 IFFO2 IFI16 IFI27L1 IFI27L2 IFI27 IFI30 IFI35
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## IFI44L IFI44 IFI6 IFIH1 IFIT1B IFIT1 IFIT2 IFIT3 IFIT5 IFITM1 IFITM2 IFITM3
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## IFITM4P IFITM5 IFLTD1 IFNA10 IFNA13 IFNA14 IFNA16 IFNA17 IFNA1 IFNA21 IFNA2
## 1 0 0 0 0 0 0 0 0 0 0 0
## IFNA4 IFNA5 IFNA6 IFNA7 IFNA8 IFNAR1 IFNAR2 IFNB1 IFNE IFNGR1 IFNGR2 IFNG
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## IFNK IFNW1 IFRD1 IFRD2 IFT122 IFT140 IFT172 IFT20 IFT27 IFT46 IFT52 IFT57
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## IFT74 IFT80 IFT81 IFT88 IGBP1 IGDCC3 IGDCC4 IGF1R IGF1 IGF2AS IGF2BP1 IGF2BP2
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## IGF2BP3 IGF2R IGF2 IGFALS IGFBP1 IGFBP2 IGFBP3 IGFBP4 IGFBP5 IGFBP6 IGFBP7
## 1 0 0 0 0 0 0 0 0 0 0 0
## IGFBPL1 IGFL1 IGFL2 IGFL3 IGFL4 IGFN1 IGHMBP2 IGJ IGLL1 IGLL3 IGLON5 IGSF10
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## IGSF11 IGSF1 IGSF21 IGSF22 IGSF3 IGSF5 IGSF6 IGSF8 IGSF9B IGSF9 IHH IKBIP
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## IKBKAP IKBKB IKBKE IKBKG IKZF1 IKZF2 IKZF3 IKZF4 IKZF5 IK IL10RA IL10RB IL10
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## IL11RA IL11 IL12A IL12B IL12RB1 IL12RB2 IL13RA1 IL13RA2 IL13 IL15RA IL15 IL16
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## IL17A IL17B IL17C IL17D IL17F IL17RA IL17RB IL17RC IL17RD IL17REL IL17RE
## 1 0 0 0 0 0 0 0 0 0 0 0
## IL18BP IL18R1 IL18RAP IL18 IL19 IL1A IL1B IL1F10 IL1F5 IL1F6 IL1F7 IL1F8
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## IL1F9 IL1R1 IL1R2 IL1RAPL1 IL1RAPL2 IL1RAP IL1RL1 IL1RL2 IL1RN IL20RA IL20RB
## 1 0 0 0 0 0 0 0 0 0 0 0
## IL20 IL21R IL21 IL22RA1 IL22RA2 IL22 IL23A IL23R IL24 IL25 IL26 IL27RA IL27
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## IL28A IL28B IL28RA IL29 IL2RA IL2RB IL2RG IL2 IL31RA IL31 IL32 IL33 IL34
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## IL3RA IL3 IL4I1 IL4R IL4 IL5RA IL5 IL6R IL6ST IL6 IL7R IL7 IL8 IL9R IL9 ILDR1
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## ILDR2 ILF2 ILF3 ILKAP ILK ILVBL IMMP1L IMMP2L IMMT IMP3 IMP4 IMP5 IMPA1 IMPA2
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## IMPACT IMPAD1 IMPDH1 IMPDH2 IMPG1 IMPG2 INADL INA INCA1 INCENP INE1 INE2 INF2
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## ING1 ING2 ING3 ING4 ING5 INGX INHA INHBA INHBB INHBC INHBE INMT INO80B INO80C
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## INO80D INO80E INO80 INPP1 INPP4A INPP4B INPP5A INPP5B INPP5D INPP5E INPP5F
## 1 0 0 0 0 0 0 0 0 0 0 0
## INPP5J INPP5K INPPL1 INS-IGF2 INSC INSIG1 INSIG2 INSL3 INSL4 INSL5 INSL6
## 1 0 0 0 0 0 0 0 0 0 0 0
## INSM1 INSM2 INSRR INSR INS INTS10 INTS12 INTS1 INTS2 INTS3 INTS4L1 INTS4L2
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## INTS4 INTS5 INTS6 INTS7 INTS8 INTS9 INTU INVS IP6K1 IP6K2 IP6K3 IPCEF1 IPMK
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## IPO11 IPO13 IPO4 IPO5 IPO7 IPO8 IPO9 IPPK IPP IPW IQCA1 IQCB1 IQCC IQCD IQCE
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## IQCF1 IQCF2 IQCF3 IQCF5 IQCF6 IQCG IQCH IQCJ IQCK IQGAP1 IQGAP2 IQGAP3 IQSEC1
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## IQSEC2 IQSEC3 IQUB IRAK1BP1 IRAK1 IRAK2 IRAK3 IRAK4 IREB2 IRF1 IRF2BP1
## 1 0 0 0 0 0 0 0 0 0 0 0
## IRF2BP2 IRF2 IRF3 IRF4 IRF5 IRF6 IRF7 IRF8 IRF9 IRGC IRGM IRGQ IRS1 IRS2 IRS4
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## IRX1 IRX2 IRX3 IRX4 IRX5 IRX6 ISCA1P1 ISCA1 ISCA2 ISCU ISG15 ISG20L2 ISG20
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## ISL1 ISL2 ISLR2 ISLR ISM1 ISM2 ISOC1 ISOC2 ISPD ISX ISY1 ISYNA1 ITCH ITFG1
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## ITFG2 ITFG3 ITGA10 ITGA11 ITGA1 ITGA2B ITGA2 ITGA3 ITGA4 ITGA5 ITGA6 ITGA7
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## ITGA8 ITGA9 ITGAD ITGAE ITGAL ITGAM ITGAV ITGAX ITGB1BP1 ITGB1BP2 ITGB1BP3
## 1 0 0 0 0 0 0 0 0 0 0 0
## ITGB1 ITGB2 ITGB3BP ITGB3 ITGB4 ITGB5 ITGB6 ITGB7 ITGB8 ITGBL1 ITIH1 ITIH2
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## ITIH3 ITIH4 ITIH5L ITIH5 ITK ITLN1 ITLN2 ITM2A ITM2B ITM2C ITPA ITPK1 ITPKA
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## ITPKB ITPKC ITPR1 ITPR2 ITPR3 ITPRIPL1 ITPRIPL2 ITPRIP ITSN1 ITSN2 IVD IVL
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## IVNS1ABP IWS1 IYD IZUMO1 JAG1 JAG2 JAGN1 JAK1 JAK2 JAK3 JAKMIP1 JAKMIP2
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## JAKMIP3 JAM2 JAM3 JARID2 JAZF1 JDP2 JHDM1D JKAMP JMJD1C JMJD4 JMJD5 JMJD6
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## JMJD7-PLA2G4B JMJD8 JMY JOSD1 JOSD2 JPH1 JPH2 JPH3 JPH4 JRKL JRK JSRP1 JTB
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## JUB JUNB JUND JUN JUP KAAG1 KAL1 KALRN KANK1 KANK2 KANK3 KANK4 KARS KAT2A
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## KAT2B KAT5 KATNA1 KATNAL1 KATNAL2 KATNB1 KAZALD1 KAZ KBTBD10 KBTBD11 KBTBD12
## 1 0 0 0 0 0 0 0 0 0 0 0
## KBTBD13 KBTBD2 KBTBD3 KBTBD4 KBTBD5 KBTBD6 KBTBD7 KBTBD8 KC6 KCMF1 KCNA10
## 1 0 0 0 0 0 0 0 0 0 0 0
## KCNA1 KCNA2 KCNA3 KCNA4 KCNA5 KCNA6 KCNA7 KCNAB1 KCNAB2 KCNAB3 KCNB1 KCNB2
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## KCNC1 KCNC2 KCNC3 KCNC4 KCND1 KCND2 KCND3 KCNE1L KCNE1 KCNE2 KCNE3 KCNE4
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## KCNF1 KCNG1 KCNG2 KCNG3 KCNG4 KCNH1 KCNH2 KCNH3 KCNH4 KCNH5 KCNH6 KCNH7 KCNH8
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## KCNIP1 KCNIP2 KCNIP3 KCNIP4 KCNJ10 KCNJ11 KCNJ12 KCNJ13 KCNJ14 KCNJ15 KCNJ16
## 1 0 0 0 0 0 0 0 0 0 0 0
## KCNJ1 KCNJ2 KCNJ3 KCNJ4 KCNJ5 KCNJ6 KCNJ8 KCNJ9 KCNK10 KCNK12 KCNK13 KCNK15
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## KCNK16 KCNK17 KCNK18 KCNK1 KCNK2 KCNK3 KCNK4 KCNK5 KCNK6 KCNK7 KCNK9 KCNMA1
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## KCNMB1 KCNMB2 KCNMB3 KCNMB4 KCNN1 KCNN2 KCNN3 KCNN4 KCNQ1DN KCNQ1OT1 KCNQ1
## 1 0 0 0 0 0 0 0 0 0 0 0
## KCNQ2 KCNQ3 KCNQ4 KCNQ5 KCNRG KCNS1 KCNS2 KCNS3 KCNT1 KCNT2 KCNU1 KCNV1 KCNV2
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## KCP KCTD10 KCTD11 KCTD12 KCTD13 KCTD14 KCTD15 KCTD16 KCTD17 KCTD18 KCTD19
## 1 0 0 0 0 0 0 0 0 0 0 0
## KCTD1 KCTD20 KCTD21 KCTD2 KCTD3 KCTD4 KCTD5 KCTD6 KCTD7 KCTD8 KCTD9 KDELC1
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## KDELC2 KDELR1 KDELR2 KDELR3 KDM1A KDM1B KDM2A KDM2B KDM3A KDM3B KDM4A KDM4B
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## KDM4C KDM4DL KDM4D KDM5A KDM5B KDM5C KDM5D KDM6A KDM6B KDR KDSR KEAP1 KEL
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## KERA KGFLP1 KGFLP2 KHDC1L KHDC1 KHDRBS1 KHDRBS2 KHDRBS3 KHK KHNYN KHSRP
## 1 0 0 0 0 0 0 0 0 0 0 0
## KIAA0020 KIAA0040 KIAA0087 KIAA0090 KIAA0100 KIAA0101 KIAA0114 KIAA0125
## 1 0 0 0 0 0 0 0 0
## KIAA0141 KIAA0146 KIAA0174 KIAA0182 KIAA0195 KIAA0196 KIAA0226 KIAA0232
## 1 0 0 0 0 0 0 0 0
## KIAA0240 KIAA0247 KIAA0284 KIAA0317 KIAA0319L KIAA0319 KIAA0355 KIAA0368
## 1 0 0 0 0 0 0 0 0
## KIAA0391 KIAA0406 KIAA0408 KIAA0415 KIAA0427 KIAA0430 KIAA0467 KIAA0494
## 1 0 0 0 0 0 0 0 0
## KIAA0495 KIAA0513 KIAA0528 KIAA0556 KIAA0562 KIAA0564 KIAA0586 KIAA0649
## 1 0 0 0 0 0 0 0 0
## KIAA0652 KIAA0664P3 KIAA0664 KIAA0748 KIAA0753 KIAA0754 KIAA0776 KIAA0802
## 1 0 0 0 0 0 0 0 0
## KIAA0831 KIAA0892 KIAA0895L KIAA0895 KIAA0907 KIAA0913 KIAA0922 KIAA0947
## 1 0 0 0 0 0 0 0 0
## KIAA1009 KIAA1012 KIAA1024 KIAA1033 KIAA1045 KIAA1107 KIAA1109 KIAA1143
## 1 0 0 0 0 0 0 0 0
## KIAA1147 KIAA1161 KIAA1191 KIAA1199 KIAA1210 KIAA1211 KIAA1217 KIAA1239
## 1 0 0 0 0 0 0 0 0
## KIAA1244 KIAA1257 KIAA1267 KIAA1274 KIAA1279 KIAA1310 KIAA1324L KIAA1324
## 1 0 0 0 0 0 0 0 0
## KIAA1328 KIAA1370 KIAA1377 KIAA1383 KIAA1407 KIAA1409 KIAA1429 KIAA1430
## 1 0 0 0 0 0 0 0 0
## KIAA1432 KIAA1462 KIAA1467 KIAA1468 KIAA1486 KIAA1522 KIAA1524 KIAA1529
## 1 0 0 0 0 0 0 0 0
## KIAA1530 KIAA1539 KIAA1543 KIAA1549 KIAA1586 KIAA1598 KIAA1609 KIAA1614
## 1 0 0 0 0 0 0 0 0
## KIAA1632 KIAA1644 KIAA1671 KIAA1683 KIAA1704 KIAA1712 KIAA1715 KIAA1731
## 1 0 0 0 0 0 0 0 0
## KIAA1737 KIAA1751 KIAA1755 KIAA1797 KIAA1804 KIAA1826 KIAA1841 KIAA1875
## 1 0 0 0 0 0 0 0 0
## KIAA1908 KIAA1919 KIAA1949 KIAA1958 KIAA1967 KIAA1984 KIAA2013 KIAA2018
## 1 0 0 0 0 0 0 0 0
## KIAA2022 KIAA2026 KIDINS220 KIF11 KIF12 KIF13A KIF13B KIF14 KIF15 KIF16B
## 1 0 0 0 0 0 0 0 0 0 0
## KIF17 KIF18A KIF18B KIF19 KIF1A KIF1B KIF1C KIF20A KIF20B KIF21A KIF21B KIF22
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## KIF23 KIF24 KIF25 KIF26A KIF26B KIF27 KIF2A KIF2B KIF2C KIF3A KIF3B KIF3C
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## KIF4A KIF4B KIF5A KIF5B KIF5C KIF6 KIF7 KIF9 KIFAP3 KIFC1 KIFC2 KIFC3 KILLIN
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## KIN KIR2DL1 KIR2DL3 KIR2DL4 KIR2DS4 KIR3DL1 KIR3DL2 KIR3DL3 KIR3DP1 KIR3DX1
## 1 0 0 0 0 0 0 0 0 0 0
## KIRREL2 KIRREL3 KIRREL KISS1R KISS1 KITLG KIT KLB KLC1 KLC2 KLC3 KLC4 KLF10
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## KLF11 KLF12 KLF13 KLF14 KLF15 KLF16 KLF17 KLF1 KLF2 KLF3 KLF4 KLF5 KLF6 KLF7
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## KLF8 KLF9 KLHDC10 KLHDC1 KLHDC2 KLHDC3 KLHDC4 KLHDC5 KLHDC7A KLHDC7B KLHDC8A
## 1 0 0 0 0 0 0 0 0 0 0 0
## KLHDC8B KLHDC9 KLHL10 KLHL11 KLHL12 KLHL13 KLHL14 KLHL15 KLHL17 KLHL18 KLHL1
## 1 0 0 0 0 0 0 0 0 0 0 0
## KLHL20 KLHL21 KLHL22 KLHL23 KLHL24 KLHL25 KLHL26 KLHL28 KLHL29 KLHL2 KLHL30
## 1 0 0 0 0 0 0 0 0 0 0 0
## KLHL31 KLHL32 KLHL33 KLHL34 KLHL35 KLHL36 KLHL38 KLHL3 KLHL4 KLHL5 KLHL6
## 1 0 0 0 0 0 0 0 0 0 0 0
## KLHL7 KLHL8 KLHL9 KLK10 KLK11 KLK12 KLK13 KLK14 KLK15 KLK1 KLK2 KLK3 KLK4
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## KLK5 KLK6 KLK7 KLK8 KLK9 KLKB1 KLKP1 KLRA1 KLRAQ1 KLRB1 KLRC1 KLRC2 KLRC3
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## KLRC4 KLRD1 KLRF1 KLRG1 KLRG2 KLRK1 KL KMO KNCN KNDC1 KNG1 KNTC1 KPNA1 KPNA2
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## KPNA3 KPNA4 KPNA5 KPNA6 KPNA7 KPNB1 KPRP KPTN KRAS KRBA1 KRBA2 KRCC1 KREMEN1
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## KREMEN2 KRI1 KRIT1 KRR1 KRT10 KRT12 KRT13 KRT14 KRT15 KRT16 KRT17 KRT18 KRT19
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## KRT1 KRT20 KRT222 KRT23 KRT24 KRT25 KRT26 KRT27 KRT28 KRT2 KRT31 KRT32 KRT33A
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## KRT33B KRT34 KRT35 KRT36 KRT37 KRT38 KRT39 KRT3 KRT40 KRT4 KRT5 KRT6A KRT6B
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## KRT6C KRT71 KRT72 KRT73 KRT74 KRT75 KRT76 KRT77 KRT78 KRT79 KRT7 KRT80 KRT81
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## KRT82 KRT83 KRT84 KRT85 KRT86 KRT8 KRT9 KRTAP1-1 KRTAP1-3 KRTAP1-5 KRTAP10-10
## 1 0 0 0 0 0 0 0 0 0 0 0
## KRTAP10-11 KRTAP10-12 KRTAP10-1 KRTAP10-2 KRTAP10-3 KRTAP10-4 KRTAP10-5
## 1 0 0 0 0 0 0 0
## KRTAP10-6 KRTAP10-7 KRTAP10-8 KRTAP10-9 KRTAP11-1 KRTAP12-1 KRTAP12-2
## 1 0 0 0 0 0 0 0
## KRTAP12-3 KRTAP13-1 KRTAP13-2 KRTAP13-4 KRTAP15-1 KRTAP17-1 KRTAP19-1
## 1 0 0 0 0 0 0 0
## KRTAP19-3 KRTAP19-5 KRTAP19-8 KRTAP2-1 KRTAP2-2 KRTAP2-4 KRTAP20-2 KRTAP20-4
## 1 0 0 0 0 0 0 0 0
## KRTAP21-1 KRTAP21-2 KRTAP24-1 KRTAP26-1 KRTAP27-1 KRTAP3-1 KRTAP3-2 KRTAP3-3
## 1 0 0 0 0 0 0 0 0
## KRTAP4-11 KRTAP4-12 KRTAP4-1 KRTAP4-2 KRTAP4-3 KRTAP4-4 KRTAP4-5 KRTAP4-7
## 1 0 0 0 0 0 0 0 0
## KRTAP4-8 KRTAP4-9 KRTAP5-10 KRTAP5-11 KRTAP5-1 KRTAP5-2 KRTAP5-3 KRTAP5-4
## 1 0 0 0 0 0 0 0 0
## KRTAP5-5 KRTAP5-6 KRTAP5-7 KRTAP5-8 KRTAP5-9 KRTAP6-3 KRTAP7-1 KRTAP8-1
## 1 0 0 0 0 0 0 0 0
## KRTAP9-2 KRTAP9-4 KRTAP9-8 KRTAP9-9 KRTCAP2 KRTCAP3 KRTDAP KSR1 KSR2 KTELC1
## 1 0 0 0 0 0 0 0 0 0 0
## KTI12 KTN1 KYNU KY L1CAM L1TD1 L2HGDH L3MBTL2 L3MBTL3 L3MBTL4 L3MBTL LACE1
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## LACRT LACTB2 LACTB LAD1 LAG3 LAGE3 LAIR1 LAIR2 LALBA LAMA1 LAMA2 LAMA3 LAMA4
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## LAMA5 LAMB1 LAMB2L LAMB2 LAMB3 LAMB4 LAMC1 LAMC2 LAMC3 LAMP1 LAMP2 LAMP3
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## LANCL1 LANCL2 LANCL3 LAP3 LAPTM4A LAPTM4B LAPTM5 LARGE LARP1B LARP1 LARP4B
## 1 0 0 0 0 0 0 0 0 0 0 0
## LARP4 LARP6 LARP7 LARS2 LARS LAS1L LASP1 LASS1 LASS2 LASS3 LASS4 LASS5 LASS6
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## LAT2 LATS1 LATS2 LAT LAX1 LAYN LBH LBP LBR LBX1 LBX2 LBXCOR1 LCA5L LCA5 LCAT
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## LCE1A LCE1B LCE1C LCE1D LCE1E LCE1F LCE2A LCE2B LCE2C LCE2D LCE3A LCE3C LCE3D
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## LCE3E LCE5A LCE6A LCK LCLAT1 LCMT1 LCMT2 LCN10 LCN12 LCN15 LCN1 LCN2 LCN6
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## LCN8 LCN9 LCNL1 LCORL LCOR LCP1 LCP2 LCTL LCT LDB1 LDB2 LDB3 LDHAL6A LDHAL6B
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## LDHA LDHB LDHC LDHD LDLRAD1 LDLRAD2 LDLRAD3 LDLRAP1 LDLR LDOC1L LDOC1 LEAP2
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## LECT1 LECT2 LEF1 LEFTY1 LEFTY2 LEKR1 LELP1 LEMD1 LEMD2 LEMD3 LENEP LENG1
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## LENG8 LENG9 LEO1 LEPRE1 LEPREL1 LEPREL2 LEPROTL1 LEPROT LEPR LEP LETM1 LETM2
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## LETMD1 LEUTX LFNG LGALS12 LGALS13 LGALS14 LGALS1 LGALS2 LGALS3BP LGALS3
## 1 0 0 0 0 0 0 0 0 0 0
## LGALS4 LGALS7B LGALS7 LGALS8 LGALS9B LGALS9C LGALS9 LGI1 LGI2 LGI3 LGI4 LGMN
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## LGR4 LGR5 LGR6 LGSN LGTN LHB LHCGR LHFPL1 LHFPL2 LHFPL3 LHFPL4 LHFPL5 LHFP
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## LHPP LHX1 LHX2 LHX3 LHX4 LHX5 LHX6 LHX8 LHX9 LIAS LIFR LIF LIG1 LIG3 LIG4
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## LILRA1 LILRA2 LILRA3 LILRA4 LILRA5 LILRA6 LILRB1 LILRB2 LILRB3 LILRB4 LILRB5
## 1 0 0 0 0 0 0 0 0 0 0 0
## LILRP2 LIM2 LIMA1 LIMCH1 LIMD1 LIMD2 LIME1 LIMK1 LIMK2 LIMS1 LIMS2
## 1 0 0 0 0 0 0 0 0 0 0 0
## LIMS3-LOC440895 LIMS3 LIN28A LIN28B LIN37 LIN52 LIN54 LIN7A LIN7B LIN7C LIN9
## 1 0 0 0 0 0 0 0 0 0 0 0
## LINGO1 LINGO2 LINGO3 LINGO4 LINS1 LIPA LIPC LIPE LIPF LIPG LIPH LIPI LIPJ
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## LIPK LIPM LIPN LIPT1 LIPT2 LITAF LIX1L LIX1 LLGL1 LLGL2 LLPH LMAN1L LMAN1
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## LMAN2L LMAN2 LMBR1L LMBR1 LMBRD1 LMBRD2 LMCD1 LMF1 LMF2 LMLN LMNA LMNB1 LMNB2
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## LMO1 LMO2 LMO3 LMO4 LMO7 LMOD1 LMOD2 LMOD3 LMTK2 LMTK3 LMX1A LMX1B LNP1 LNPEP
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## LNX1 LNX2 LOC100009676 LOC100101266 LOC100101938 LOC100124692 LOC100125556
## 1 0 0 0 0 0 0 0
## LOC100126784 LOC100127888 LOC100128023 LOC100128076 LOC100128164 LOC100128191
## 1 0 0 0 0 0 0
## LOC100128239 LOC100128288 LOC100128292 LOC100128542 LOC100128554 LOC100128573
## 1 0 0 0 0 0 0
## LOC100128640 LOC100128675 LOC100128788 LOC100128811 LOC100128822 LOC100128842
## 1 0 0 0 0 0 0
## LOC100128977 LOC100129034 LOC100129055 LOC100129066 LOC100129387 LOC100129534
## 1 0 0 0 0 0 0
## LOC100129550 LOC100129637 LOC100129716 LOC100129726 LOC100129935 LOC100130015
## 1 0 0 0 0 0 0
## LOC100130093 LOC100130148 LOC100130238 LOC100130264 LOC100130274 LOC100130331
## 1 0 0 0 0 0 0
## LOC100130386 LOC100130522 LOC100130557 LOC100130581 LOC100130691 LOC100130776
## 1 0 0 0 0 0 0
## LOC100130872 LOC100130932 LOC100130933 LOC100130987 LOC100131193 LOC100131434
## 1 0 0 0 0 0 0
## LOC100131496 LOC100131551 LOC100131691 LOC100131726 LOC100132111 LOC100132215
## 1 0 0 0 0 0 0
## LOC100132247 LOC100132287 LOC100132288 LOC100132354 LOC100132707 LOC100132724
## 1 0 0 0 0 0 0
## LOC100132831 LOC100132832 LOC100133050 LOC100133161 LOC100133308 LOC100133331
## 1 0 0 0 0 0 0
## LOC100133469 LOC100133545 LOC100133612 LOC100133669 LOC100133893 LOC100133920
## 1 0 0 0 0 0 0
## LOC100133957 LOC100133985 LOC100133991 LOC100134229 LOC100134259 LOC100134368
## 1 0 0 0 0 0 0
## LOC100134713 LOC100134868 LOC100144603 LOC100144604 LOC100169752 LOC100170939
## 1 0 0 0 0 0 0
## LOC100188947 LOC100188949 LOC100189589 LOC100190938 LOC100190939 LOC100190940
## 1 0 0 0 0 0 0
## LOC100190986 LOC100192378 LOC100192379 LOC100192426 LOC100216001 LOC100216545
## 1 0 0 0 0 0 0
## LOC100233209 LOC100240726 LOC100240734 LOC100240735 LOC100268168 LOC100270710
## 1 0 0 0 0 0 0
## LOC100270746 LOC100270804 LOC100271722 LOC100271831 LOC100271832 LOC100271836
## 1 0 0 0 0 0 0
## LOC100272146 LOC100272216 LOC100272217 LOC100272228 LOC100286793 LOC100286844
## 1 0 0 0 0 0 0
## LOC100287227 LOC100287704 LOC100287718 LOC100288778 LOC100289341 LOC100302401
## 1 0 0 0 0 0 0
## LOC100302640 LOC100302650 LOC100303728 LOC113230 LOC115110 LOC116437
## 1 0 0 0 0 0 0
## LOC121838 LOC121952 LOC126536 LOC127841 LOC134466 LOC143188 LOC143666
## 1 0 0 0 0 0 0 0
## LOC144438 LOC144486 LOC144571 LOC144742 LOC144776 LOC145474 LOC145783
## 1 0 0 0 0 0 0 0
## LOC145820 LOC145837 LOC145845 LOC146336 LOC146481 LOC146880 LOC147727
## 1 0 0 0 0 0 0 0
## LOC147804 LOC148145 LOC148189 LOC148413 LOC148696 LOC148709 LOC148824
## 1 0 0 0 0 0 0 0
## LOC149134 LOC149620 LOC149837 LOC150185 LOC150197 LOC150381 LOC150527
## 1 0 0 0 0 0 0 0
## LOC150568 LOC150622 LOC150776 LOC150786 LOC151009 LOC151162 LOC151174
## 1 0 0 0 0 0 0 0
## LOC151300 LOC151534 LOC151658 LOC152024 LOC152217 LOC152225 LOC153328
## 1 0 0 0 0 0 0 0
## LOC153684 LOC153910 LOC154449 LOC154761 LOC154822 LOC157381 LOC157627
## 1 0 0 0 0 0 0 0
## LOC158376 LOC158572 LOC158696 LOC162632 LOC168474 LOC200030 LOC200726
## 1 0 0 0 0 0 0 0
## LOC201651 LOC202181 LOC202781 LOC219347 LOC220429 LOC220594 LOC220729
## 1 0 0 0 0 0 0 0
## LOC220930 LOC221122 LOC221442 LOC221710 LOC222699 LOC253039 LOC253724
## 1 0 0 0 0 0 0 0
## LOC254312 LOC254559 LOC255025 LOC255167 LOC256880 LOC257358 LOC25845 LOC26102
## 1 0 0 0 0 0 0 0 0
## LOC282997 LOC283050 LOC283070 LOC283174 LOC283267 LOC283314 LOC283332
## 1 0 0 0 0 0 0 0
## LOC283392 LOC283404 LOC283663 LOC283731 LOC283761 LOC283856 LOC283867
## 1 0 0 0 0 0 0 0
## LOC283914 LOC283922 LOC283999 LOC284009 LOC284023 LOC284100 LOC284232
## 1 0 0 0 0 0 0 0
## LOC284233 LOC284276 LOC284379 LOC284440 LOC284441 LOC284551 LOC284578
## 1 0 0 0 0 0 0 0
## LOC284632 LOC284661 LOC284688 LOC284749 LOC284788 LOC284798 LOC284837
## 1 0 0 0 0 0 0 0
## LOC284900 LOC285033 LOC285045 LOC285074 LOC285194 LOC285205 LOC285359
## 1 0 0 0 0 0 0 0
## LOC285370 LOC285375 LOC285401 LOC285419 LOC285456 LOC285501 LOC285548
## 1 0 0 0 0 0 0 0
## LOC285593 LOC285627 LOC285629 LOC285692 LOC285696 LOC285733 LOC285735
## 1 0 0 0 0 0 0 0
## LOC285740 LOC285768 LOC285780 LOC285796 LOC285830 LOC285847 LOC285954
## 1 0 0 0 0 0 0 0
## LOC286002 LOC286094 LOC286135 LOC286238 LOC286359 LOC286367 LOC286467
## 1 0 0 0 0 0 0 0
## LOC29034 LOC338588 LOC338651 LOC338758 LOC338799 LOC339047 LOC339240
## 1 0 0 0 0 0 0 0
## LOC339290 LOC339524 LOC339535 LOC339568 LOC339674 LOC339788 LOC340017
## 1 0 0 0 0 0 0 0
## LOC340074 LOC340094 LOC340357 LOC340508 LOC341056 LOC342346 LOC344595
## 1 0 0 0 0 0 0 0
## LOC344967 LOC347376 LOC348021 LOC348840 LOC348926 LOC349114 LOC349196
## 1 0 0 0 0 0 0 0
## LOC360030 LOC374443 LOC374491 LOC375190 LOC387646 LOC387647 LOC388152
## 1 0 0 0 0 0 0 0
## LOC388242 LOC388387 LOC388428 LOC388588 LOC388692 LOC388789 LOC388796
## 1 0 0 0 0 0 0 0
## LOC388946 LOC388955 LOC389033 LOC389332 LOC389333 LOC389458 LOC389493
## 1 0 0 0 0 0 0 0
## LOC389634 LOC389705 LOC389791 LOC390595 LOC390858 LOC391322 LOC392196
## 1 0 0 0 0 0 0 0
## LOC399744 LOC399815 LOC399959 LOC400027 LOC400043 LOC400657 LOC400696
## 1 0 0 0 0 0 0 0
## LOC400752 LOC400759 LOC400794 LOC400804 LOC400891 LOC400927 LOC400931
## 1 0 0 0 0 0 0 0
## LOC400940 LOC401010 LOC401052 LOC401093 LOC401127 LOC401387 LOC401397
## 1 0 0 0 0 0 0 0
## LOC401431 LOC401463 LOC401588 LOC402377 LOC402644 LOC407835 LOC415056
## 1 0 0 0 0 0 0 0
## LOC440040 LOC440173 LOC440354 LOC440356 LOC440461 LOC440563 LOC440896
## 1 0 0 0 0 0 0 0
## LOC440905 LOC440925 LOC440944 LOC440957 LOC441046 LOC441089 LOC441177
## 1 0 0 0 0 0 0 0
## LOC441204 LOC441208 LOC441294 LOC441454 LOC441455 LOC441601 LOC441666
## 1 0 0 0 0 0 0 0
## LOC441869 LOC442308 LOC442421 LOC442454 LOC442459 LOC493754 LOC494141
## 1 0 0 0 0 0 0 0
## LOC541471 LOC541473 LOC550112 LOC550643 LOC554202 LOC55908 LOC572558
## 1 0 0 0 0 0 0 0
## LOC595101 LOC606724 LOC613037 LOC619207 LOC641298 LOC641367 LOC642587
## 1 0 0 0 0 0 0 0
## LOC642597 LOC642826 LOC642846 LOC642852 LOC642929 LOC643008 LOC643387
## 1 0 0 0 0 0 0 0
## LOC643486 LOC643677 LOC643719 LOC643763 LOC643837 LOC643923 LOC643955
## 1 0 0 0 0 0 0 0
## LOC644145 LOC644165 LOC644172 LOC644538 LOC644669 LOC644936 LOC645166
## 1 0 0 0 0 0 0 0
## LOC645323 LOC645332 LOC645431 LOC645676 LOC645752 LOC646214 LOC646471
## 1 0 0 0 0 0 0 0
## LOC646498 LOC646627 LOC646762 LOC646813 LOC646851 LOC646982 LOC646999
## 1 0 0 0 0 0 0 0
## LOC647121 LOC647288 LOC647309 LOC647859 LOC647946 LOC647979 LOC648691
## 1 0 0 0 0 0 0 0
## LOC648740 LOC649330 LOC650293 LOC650368 LOC650623 LOC651250 LOC652276
## 1 0 0 0 0 0 0 0
## LOC653113 LOC653501 LOC653544 LOC653566 LOC653653 LOC653786 LOC654342
## 1 0 0 0 0 0 0 0
## LOC654433 LOC678655 LOC723809 LOC723972 LOC727677 LOC727896 LOC727924
## 1 0 0 0 0 0 0 0
## LOC728024 LOC728190 LOC728264 LOC728276 LOC728323 LOC728392 LOC728410
## 1 0 0 0 0 0 0 0
## LOC728554 LOC728606 LOC728613 LOC728640 LOC728643 LOC728723 LOC728743
## 1 0 0 0 0 0 0 0
## LOC728758 LOC728819 LOC728855 LOC728875 LOC728989 LOC729020 LOC729082
## 1 0 0 0 0 0 0 0
## LOC729121 LOC729156 LOC729176 LOC729234 LOC729375 LOC729467 LOC729603
## 1 0 0 0 0 0 0 0
## LOC729609 LOC729668 LOC729678 LOC729799 LOC729991-MEF2B LOC729991 LOC730101
## 1 0 0 0 0 0 0 0
## LOC730668 LOC730811 LOC731779 LOC731789 LOC732275 LOC80054 LOC80154 LOC81691
## 1 0 0 0 0 0 0 0 0
## LOC84740 LOC84856 LOC84931 LOC84989 LOC90110 LOC90246 LOC90586 LOC90784
## 1 0 0 0 0 0 0 0 0
## LOC90834 LOC91149 LOC91316 LOC91450 LOC91948 LOC92249 LOC92659 LOC92973
## 1 0 0 0 0 0 0 0 0
## LOC93432 LOC93622 LOC96610 LOH12CR1 LOH12CR2 LOH3CR2A LONP1 LONP2 LONRF1
## 1 0 0 0 0 0 0 0 0 0
## LONRF2 LONRF3 LOR LOXHD1 LOXL1 LOXL2 LOXL3 LOXL4 LOX LPAL2 LPAR1 LPAR2 LPAR3
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## LPAR4 LPAR5 LPAR6 LPA LPCAT1 LPCAT2 LPCAT3 LPCAT4 LPGAT1 LPHN1 LPHN2 LPHN3
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## LPIN1 LPIN2 LPIN3 LPL LPO LPPR1 LPPR2 LPPR3 LPPR4 LPPR5 LPP LPXN LQK1 LRAT
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## LRBA LRCH1 LRCH2 LRCH3 LRCH4 LRDD LRFN1 LRFN2 LRFN3 LRFN4 LRFN5 LRG1 LRGUK
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## LRIG1 LRIG2 LRIG3 LRIT1 LRIT2 LRIT3 LRMP LRP10 LRP11 LRP12 LRP1B LRP1 LRP2BP
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## LRP2 LRP3 LRP4 LRP5L LRP5 LRP6 LRP8 LRPAP1 LRPPRC LRRC10B LRRC10 LRRC14B
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## LRRC14 LRRC15 LRRC16A LRRC16B LRRC17 LRRC18 LRRC19 LRRC1 LRRC20 LRRC23 LRRC24
## 1 0 0 0 0 0 0 0 0 0 0 0
## LRRC25 LRRC26 LRRC27 LRRC28 LRRC29 LRRC2 LRRC30 LRRC31 LRRC32 LRRC33 LRRC34
## 1 0 0 0 0 0 0 0 0 0 0 0
## LRRC36 LRRC37A2 LRRC37A3 LRRC37A4 LRRC37A LRRC37B2 LRRC37B LRRC39 LRRC3B
## 1 0 0 0 0 0 0 0 0 0
## LRRC3 LRRC40 LRRC41 LRRC42 LRRC43 LRRC45 LRRC46 LRRC47 LRRC48 LRRC49 LRRC4B
## 1 0 0 0 0 0 0 0 0 0 0 0
## LRRC4C LRRC4 LRRC50 LRRC52 LRRC55 LRRC56 LRRC57 LRRC58 LRRC59 LRRC61 LRRC66
## 1 0 0 0 0 0 0 0 0 0 0 0
## LRRC67 LRRC69 LRRC6 LRRC70 LRRC7 LRRC8A LRRC8B LRRC8C LRRC8D LRRC8E LRRCC1
## 1 0 0 0 0 0 0 0 0 0 0 0
## LRRFIP1 LRRFIP2 LRRIQ1 LRRIQ3 LRRIQ4 LRRK1 LRRK2 LRRN1 LRRN2 LRRN3 LRRN4CL
## 1 0 0 0 0 0 0 0 0 0 0 0
## LRRN4 LRRTM1 LRRTM2 LRRTM3 LRRTM4 LRSAM1 LRTM1 LRTM2 LRTOMT LRWD1 LSAMP LSG1
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## LSM10 LSM11 LSM12 LSM14A LSM14B LSM1 LSM2 LSM3 LSM4 LSM5 LSM6 LSM7 LSMD1 LSP1
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## LSR LSS LST-3TM12 LST1 LTA4H LTA LTB4R2 LTB4R LTBP1 LTBP2 LTBP3 LTBP4 LTBR
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## LTB LTC4S LTF LTK LTV1 LUC7L2 LUC7L3 LUC7L LUM LUZP1 LUZP2 LUZP4 LUZP6 LXN
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## LY6D LY6E LY6G5B LY6G5C LY6G6C LY6G6D LY6G6E LY6G6F LY6H LY6K LY75 LY86 LY96
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## LY9 LYAR LYG1 LYG2 LYL1 LYNX1 LYN LYPD1 LYPD2 LYPD3 LYPD4 LYPD5 LYPD6B LYPD6
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## LYPLA1 LYPLA2P1 LYPLA2 LYPLAL1 LYRM1 LYRM2 LYRM4 LYRM5 LYRM7 LYSMD1 LYSMD2
## 1 0 0 0 0 0 0 0 0 0 0 0
## LYSMD3 LYSMD4 LYST LYVE1 LYZL1 LYZL2 LYZL4 LYZL6 LYZ LZIC LZTFL1 LZTR1 LZTS1
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## LZTS2 M6PR MAB21L1 MAB21L2 MACC1 MACF1 MACROD1 MACROD2 MAD1L1 MAD2L1BP MAD2L1
## 1 0 0 0 0 0 0 0 0 0 0 0
## MAD2L2 MADCAM1 MADD MAEA MAEL MAF1 MAFA MAFB MAFF MAFG MAFK MAF MAGEA10
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## MAGEA11 MAGEA12 MAGEA1 MAGEA2 MAGEA3 MAGEA4 MAGEA5 MAGEA6 MAGEA8 MAGEA9B
## 1 0 0 0 0 0 0 0 0 0 0
## MAGEB10 MAGEB16 MAGEB18 MAGEB1 MAGEB2 MAGEB3 MAGEB4 MAGEB6 MAGEC1 MAGEC2
## 1 0 0 0 0 0 0 0 0 0 0
## MAGEC3 MAGED1 MAGED2 MAGED4B MAGED4 MAGEE1 MAGEE2 MAGEF1 MAGEH1 MAGEL2 MAGI1
## 1 0 0 0 0 0 0 0 0 0 0 0
## MAGI2 MAGI3 MAGIX MAGOHB MAGOH MAGT1 MAG MAK16 MAK MAL2 MALAT1 MALL MALT1 MAL
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## MAMDC2 MAMDC4 MAML1 MAML2 MAML3 MAMLD1 MAMSTR MAN1A1 MAN1A2 MAN1B1 MAN1C1
## 1 0 0 0 0 0 0 0 0 0 0 0
## MAN2A1 MAN2A2 MAN2B1 MAN2B2 MAN2C1 MANBAL MANBA MANEAL MANEA MANF MANSC1 MAOA
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## MAOB MAP1A MAP1B MAP1D MAP1LC3A MAP1LC3B2 MAP1LC3B MAP1LC3C MAP1S MAP2K1
## 1 0 0 0 0 0 0 0 0 0 0
## MAP2K2 MAP2K3 MAP2K4 MAP2K5 MAP2K6 MAP2K7 MAP2 MAP3K10 MAP3K11 MAP3K12
## 1 0 0 0 0 0 0 0 0 0 0
## MAP3K13 MAP3K14 MAP3K15 MAP3K1 MAP3K2 MAP3K3 MAP3K4 MAP3K5 MAP3K6 MAP3K7
## 1 0 0 0 0 0 0 0 0 0 0
## MAP3K8 MAP3K9 MAP4K1 MAP4K2 MAP4K3 MAP4K4 MAP4K5 MAP4 MAP6D1 MAP6 MAP7D1
## 1 0 0 0 0 0 0 0 0 0 0 0
## MAP7D2 MAP7D3 MAP7 MAP9 MAPK10 MAPK11 MAPK12 MAPK13 MAPK14 MAPK15 MAPK1IP1L
## 1 0 0 0 0 0 0 0 0 0 0 0
## MAPK1 MAPK3 MAPK4 MAPK6 MAPK7 MAPK8IP1 MAPK8IP2 MAPK8IP3 MAPK8 MAPK9 MAPKAP1
## 1 0 0 0 0 0 0 0 0 0 0 0
## MAPKAPK2 MAPKAPK3 MAPKAPK5 MAPKBP1 MAPKSP1 MAPRE1 MAPRE2 MAPRE3 MAPT MARCH10
## 1 0 0 0 0 0 0 0 0 0 0
## MARCH11 MARCH1 MARCH2 MARCH3 MARCH4 MARCH5 MARCH6 MARCH7 MARCH8 MARCH9
## 1 0 0 0 0 0 0 0 0 0 0
## MARCKSL1 MARCKS MARCO MARK1 MARK2 MARK3 MARK4 MARS2 MARS MARVELD1 MARVELD2
## 1 0 0 0 0 0 0 0 0 0 0 0
## MARVELD3 MAS1L MAS1 MASP1 MASP2 MAST1 MAST2 MAST3 MAST4 MASTL MAT1A MAT2A
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## MAT2B MATK MATN1 MATN2 MATN3 MATN4 MATR3 MAVS MAX MAZ MBD1 MBD2 MBD3L1 MBD3L2
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## MBD3L5 MBD3 MBD4 MBD5 MBD6 MBIP MBL1P MBL2 MBLAC1 MBLAC2 MBNL1 MBNL2 MBNL3
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## MBOAT1 MBOAT2 MBOAT4 MBOAT7 MBP MBTD1 MBTPS1 MBTPS2 MB MC1R MC2R MC3R MC4R
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## MC5R MCAM MCART1 MCART2 MCART3P MCART6 MCAT MCCC1 MCCC2 MCCD1 MCC MCEE MCF2L2
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## MCF2L MCF2 MCFD2 MCHR1 MCHR2 MCL1 MCM10 MCM2 MCM3APAS MCM3AP MCM3 MCM4 MCM5
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## MCM6 MCM7 MCM8 MCM9 MCOLN1 MCOLN2 MCOLN3 MCPH1 MCRS1 MCTP1 MCTP2 MCTS1 MDC1
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## MDFIC MDFI MDGA1 MDGA2 MDH1B MDH1 MDH2 MDK MDM1 MDM2 MDM4 MDN1 MDP1 MDS2 ME1
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## ME2 ME3 MEA1 MEAF6 MECOM MECP2 MECR MED10 MED11 MED12L MED12 MED13L MED13
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## MED14 MED15 MED16 MED17 MED18 MED19 MED1 MED20 MED21 MED22 MED23 MED24 MED25
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## MED26 MED27 MED28 MED29 MED30 MED31 MED4 MED6 MED7 MED8 MED9 MEF2A MEF2B
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## MEF2C MEF2D MEFV MEG3 MEG8 MEGF10 MEGF11 MEGF6 MEGF8 MEGF9 MEI1 MEIG1 MEIS1
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## MEIS2 MEIS3P1 MEIS3 MELK MEMO1 MEN1 MEOX1 MEOX2 MEP1A MEP1B MEPCE MEPE MERTK
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## MESDC1 MESDC2 MESP1 MESP2 MESTIT1 MEST METAP1 METAP2 METRNL METRN METT10D
## 1 0 0 0 0 0 0 0 0 0 0 0
## METT11D1 METT5D1 METTL10 METTL11A METTL11B METTL12 METTL13 METTL14 METTL1
## 1 0 0 0 0 0 0 0 0 0
## METTL2A METTL2B METTL3 METTL4 METTL5 METTL6 METTL7A METTL7B METTL8 METTL9 MET
## 1 0 0 0 0 0 0 0 0 0 0 0
## MEX3A MEX3B MEX3C MEX3D MFAP1 MFAP2 MFAP3L MFAP3 MFAP4 MFAP5 MFF MFGE8 MFHAS1
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## MFI2 MFN1 MFN2 MFNG MFRP MFSD10 MFSD11 MFSD1 MFSD2A MFSD2B MFSD3 MFSD4 MFSD5
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## MFSD6L MFSD6 MFSD7 MFSD8 MFSD9 MGAM MGAT1 MGAT2 MGAT3 MGAT4A MGAT4B MGAT4C
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## MGAT5B MGAT5 MGA MGC12916 MGC12982 MGC14436 MGC15885 MGC16025 MGC16121
## 1 0 0 0 0 0 0 0 0 0
## MGC16142 MGC16275 MGC16384 MGC16703 MGC21881 MGC23270 MGC23284 MGC26647
## 1 0 0 0 0 0 0 0 0
## MGC27382 MGC2752 MGC2889 MGC29506 MGC34034 MGC3771 MGC42105 MGC4473 MGC45800
## 1 0 0 0 0 0 0 0 0 0
## MGC57346 MGC70857 MGC72080 MGC87042 MGEA5 MGLL MGMT MGP MGRN1 MGST1 MGST2
## 1 0 0 0 0 0 0 0 0 0 0 0
## MGST3 MIA2 MIA3 MIAT MIA MIB1 MIB2 MICAL1 MICAL2 MICAL3 MICALCL MICALL1
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## MICALL2 MICA MICB MID1IP1 MID1 MID2 MIDN MIER1 MIER2 MIER3 MIF4GD MIF MIIP
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## MIMT1 MINA MINK1 MINPP1 MIOS MIOX MIPEP MIPOL1 MIP MIR155HG MIR17HG MIS12
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## MITD1 MITF MIXL1 MKI67IP MKI67 MKKS MKL1 MKL2 MKLN1 MKNK1 MKNK2 MKRN1 MKRN2
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## MKRN3 MKS1 MKX MLANA MLC1 MLEC MLF1IP MLF1 MLF2 MLH1 MLH3 MLKL MLL2 MLL3 MLL4
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## MLL5 MLLT10 MLLT11 MLLT1 MLLT3 MLLT4 MLLT6 MLL MLNR MLN MLPH MLST8 MLXIPL
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## MLXIP MLX MLYCD MMAA MMAB MMACHC MMADHC MMD2 MMD MMEL1 MME MMGT1 MMP10 MMP11
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## MMP12 MMP13 MMP14 MMP15 MMP16 MMP17 MMP19 MMP1 MMP20 MMP21 MMP23A MMP23B
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## MMP24 MMP25 MMP26 MMP27 MMP28 MMP2 MMP3 MMP7 MMP8 MMP9 MMRN1 MMRN2 MMS19 MN1
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## MNAT1 MND1 MNDA MNS1 MNT MNX1 MOAP1 MOB2 MOBKL1A MOBKL1B MOBKL2A MOBKL2B
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## MOBKL2C MOBKL3 MOBP MOCOS MOCS1 MOCS2 MOCS3 MOGAT1 MOGAT2 MOGAT3 MOGS MOG
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## MON1A MON1B MON2 MORC1 MORC2 MORC3 MORC4 MORF4L1 MORF4L2 MORF4 MORN1 MORN2
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## MORN3 MORN4 MORN5 MOSC1 MOSC2 MOSPD1 MOSPD2 MOSPD3 MOS MOV10L1 MOV10 MOXD1
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## MPDU1 MPDZ MPEG1 MPG MPHOSPH10 MPHOSPH6 MPHOSPH8 MPHOSPH9 MPI MPL MPND MPO
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## MPP1 MPP2 MPP3 MPP4 MPP5 MPP6 MPP7 MPPE1 MPPED1 MPPED2 MPRIP MPST MPV17L2
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## MPV17L MPV17 MPZL1 MPZL2 MPZL3 MPZ MR1 MRAP2 MRAP MRAS MRC1 MRC2 MRE11A MREG
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## MRFAP1L1 MRFAP1 MRGPRD MRGPRE MRGPRF MRGPRX1 MRGPRX2 MRGPRX3 MRGPRX4 MRI1
## 1 0 0 0 0 0 0 0 0 0 0
## MRM1 MRO MRP63 MRPL10 MRPL11 MRPL12 MRPL13 MRPL14 MRPL15 MRPL16 MRPL17 MRPL18
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## MRPL19 MRPL1 MRPL20 MRPL21 MRPL22 MRPL23 MRPL24 MRPL27 MRPL28 MRPL2 MRPL30
## 1 0 0 0 0 0 0 0 0 0 0 0
## MRPL32 MRPL33 MRPL34 MRPL35 MRPL36 MRPL37 MRPL38 MRPL39 MRPL3 MRPL40 MRPL41
## 1 0 0 0 0 0 0 0 0 0 0 0
## MRPL42P5 MRPL42 MRPL43 MRPL44 MRPL45 MRPL46 MRPL47 MRPL48 MRPL49 MRPL4 MRPL50
## 1 0 0 0 0 0 0 0 0 0 0 0
## MRPL51 MRPL52 MRPL53 MRPL54 MRPL55 MRPL9 MRPS10 MRPS11 MRPS12 MRPS14 MRPS15
## 1 0 0 0 0 0 0 0 0 0 0 0
## MRPS16 MRPS17 MRPS18A MRPS18B MRPS18C MRPS21 MRPS22 MRPS23 MRPS24 MRPS25
## 1 0 0 0 0 0 0 0 0 0 0
## MRPS26 MRPS27 MRPS28 MRPS2 MRPS30 MRPS31 MRPS33 MRPS34 MRPS35 MRPS36 MRPS5
## 1 0 0 0 0 0 0 0 0 0 0 0
## MRPS6 MRPS7 MRPS9 MRRF MRS2P2 MRS2 MRTO4 MRVI1 MS4A10 MS4A12 MS4A13 MS4A14
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## MS4A15 MS4A1 MS4A2 MS4A3 MS4A4A MS4A5 MS4A6A MS4A6E MS4A7 MS4A8B MSC MSGN1
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## MSH2 MSH3 MSH4 MSH5 MSH6 MSI1 MSI2 MSL1 MSL2 MSL3L2 MSL3 MSLNL MSLN MSMB MSMP
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## MSN MSR1 MSRA MSRB2 MSRB3 MST1P2 MST1P9 MST1R MST1 MST4 MSTN MSTO1 MSTO2P
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## MSX1 MSX2P1 MSX2 MT1A MT1B MT1DP MT1E MT1F MT1G MT1H MT1IP MT1L MT1M MT1X
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## MT2A MT3 MT4 MTA1 MTA2 MTA3 MTAP MTBP MTCH1 MTCH2 MTCP1NB MTCP1 MTDH MTERFD1
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## MTERFD2 MTERFD3 MTERF MTF1 MTF2 MTFMT MTFR1 MTG1 MTHFD1L MTHFD1 MTHFD2L
## 1 0 0 0 0 0 0 0 0 0 0 0
## MTHFD2 MTHFR MTHFSD MTHFS MTIF2 MTIF3 MTL5 MTM1 MTMR10 MTMR11 MTMR12 MTMR14
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## MTMR15 MTMR1 MTMR2 MTMR3 MTMR4 MTMR6 MTMR7 MTMR8 MTMR9L MTMR9 MTNR1A MTNR1B
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## MTO1 MTOR MTP18 MTPAP MTRF1L MTRF1 MTRR MTR MTSS1L MTSS1 MTTP MTUS1 MTUS2
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## MTVR2 MTX1 MTX2 MTX3 MUC12 MUC13 MUC15 MUC16 MUC17 MUC1 MUC20 MUC21 MUC2 MUC4
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## MUC5B MUC6 MUC7 MUCL1 MUDENG MUL1 MUM1L1 MUM1 MURC MUS81 MUSK MUSTN1 MUTED
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## MUTYH MUT MVD MVK MVP MX1 MX2 MXD1 MXD3 MXD4 MXI1 MXRA5 MXRA7 MXRA8 MYADML2
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## MYADML MYADM MYBBP1A MYBL1 MYBL2 MYBPC1 MYBPC2 MYBPC3 MYBPHL MYBPH MYB MYCBP2
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## MYCBPAP MYCBP MYCL1 MYCNOS MYCN MYCT1 MYC MYD88 MYEF2 MYEOV2 MYEOV MYF5 MYF6
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## MYH10 MYH11 MYH13 MYH14 MYH15 MYH16 MYH1 MYH2 MYH3 MYH4 MYH6 MYH7B MYH7 MYH8
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## MYH9 MYL10 MYL12A MYL12B MYL1 MYL2 MYL3 MYL4 MYL5 MYL6B MYL6 MYL7 MYL9 MYLIP
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## MYLK2 MYLK3 MYLK4 MYLK MYLPF MYNN MYO10 MYO15A MYO15B MYO16 MYO18A MYO18B
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## MYO19 MYO1A MYO1B MYO1C MYO1D MYO1E MYO1F MYO1G MYO1H MYO3A MYO3B MYO5A MYO5B
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## MYO5C MYO6 MYO7A MYO7B MYO9A MYO9B MYOCD MYOC MYOD1 MYOF MYOG MYOM1 MYOM2
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## MYOM3 MYOT MYOZ1 MYOZ2 MYOZ3 MYPN MYPOP MYRIP MYSM1 MYST1 MYST2 MYST3 MYST4
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## MYT1L MYT1 MZF1 N4BP1 N4BP2L1 N4BP2L2 N4BP2 N4BP3 N6AMT1 N6AMT2 NAA10 NAA11
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## NAA15 NAA16 NAA20 NAA25 NAA30 NAA35 NAA38 NAA40 NAA50 NAAA NAALAD2 NAALADL1
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## NAALADL2 NAB1 NAB2 NACA2 NACAD NACAP1 NACA NACC1 NACC2 NADK NADSYN1 NAE1 NAF1
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## NAGA NAGK NAGLU NAGPA NAGS NAIF1 NAIP NALCN NAMPT NANOG NANOS1 NANOS2 NANOS3
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## NANP NANS NAP1L1 NAP1L2 NAP1L3 NAP1L4 NAP1L5 NAP1L6 NAPA NAPB NAPEPLD NAPG
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## NAPRT1 NAPSA NAPSB NARFL NARF NARG2 NARS2 NARS NASP NAT10 NAT14 NAT15 NAT1
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## NAT2 NAT6 NAT8B NAT8L NAT8 NAT9 NAV1 NAV2 NAV3 NBAS NBEAL1 NBEAL2 NBEA NBL1
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## NBLA00301 NBN NBPF10 NBPF14 NBPF15 NBPF16 NBPF1 NBPF22P NBPF3 NBPF4 NBPF6
## 1 0 0 0 0 0 0 0 0 0 0 0
## NBPF7 NBPF9 NBR1 NBR2 NCALD NCAM1 NCAM2 NCAN NCAPD2 NCAPD3 NCAPG2 NCAPG
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## NCAPH2 NCAPH NCBP1 NCBP2 NCCRP1 NCDN NCEH1 NCF1B NCF1C NCF1 NCF2 NCF4 NCK1
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## NCK2 NCKAP1L NCKAP1 NCKAP5L NCKAP5 NCKIPSD NCLN NCL NCOA1 NCOA2 NCOA3 NCOA4
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## NCOA5 NCOA6 NCOA7 NCOR1 NCOR2 NCR1 NCR2 NCR3 NCRNA00028 NCRNA00029 NCRNA00032
## 1 0 0 0 0 0 0 0 0 0 0 0
## NCRNA00051 NCRNA00052 NCRNA00081 NCRNA00085 NCRNA00086 NCRNA00087 NCRNA00092
## 1 0 0 0 0 0 0 0
## NCRNA00093 NCRNA00094 NCRNA00095 NCRNA00099 NCRNA00105 NCRNA00107 NCRNA00110
## 1 0 0 0 0 0 0 0
## NCRNA00111 NCRNA00112 NCRNA00113 NCRNA00114 NCRNA00115 NCRNA00116 NCRNA00119
## 1 0 0 0 0 0 0 0
## NCRNA00120 NCRNA00152 NCRNA00157 NCRNA00158 NCRNA00159 NCRNA00160 NCRNA00161
## 1 0 0 0 0 0 0 0
## NCRNA00162 NCRNA00164 NCRNA00167 NCRNA00169 NCRNA00171 NCRNA00173 NCRNA00174
## 1 0 0 0 0 0 0 0
## NCRNA00175 NCRNA00176 NCRNA00181 NCRNA00182 NCRNA00183 NCRNA00185 NCRNA00188
## 1 0 0 0 0 0 0 0
## NCRNA00189 NCRNA00200 NCRNA00201 NCRNA00202 NCRNA00203 NCRNA00204B NCRNA00207
## 1 0 0 0 0 0 0 0
## NCRNA00219 NCRNA00230B NCRNA00235 NCS1 NCSTN NDC80 NDE1 NDEL1 NDFIP1 NDFIP2
## 1 0 0 0 0 0 0 0 0 0 0
## NDNL2 NDN NDOR1 NDP NDRG1 NDRG2 NDRG3 NDRG4 NDST1 NDST2 NDST3 NDST4 NDUFA10
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## NDUFA11 NDUFA12 NDUFA13 NDUFA1 NDUFA2 NDUFA3 NDUFA4L2 NDUFA4 NDUFA5 NDUFA6
## 1 0 0 0 0 0 0 0 0 0 0
## NDUFA7 NDUFA8 NDUFA9 NDUFAB1 NDUFAF1 NDUFAF2 NDUFAF3 NDUFAF4 NDUFB10 NDUFB11
## 1 0 0 0 0 0 0 0 0 0 0
## NDUFB1 NDUFB2 NDUFB3 NDUFB4 NDUFB5 NDUFB6 NDUFB7 NDUFB8 NDUFB9 NDUFC1 NDUFC2
## 1 0 0 0 0 0 0 0 0 0 0 0
## NDUFS1 NDUFS2 NDUFS3 NDUFS4 NDUFS5 NDUFS6 NDUFS7 NDUFS8 NDUFV1 NDUFV2 NDUFV3
## 1 0 0 0 0 0 0 0 0 0 0 0
## NEAT1 NEBL NEB NECAB1 NECAB2 NECAB3 NECAP1 NECAP2 NEDD1 NEDD4L NEDD4 NEDD8
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## NEDD9 NEFH NEFL NEFM NEGR1 NEIL1 NEIL2 NEIL3 NEK10 NEK11 NEK1 NEK2 NEK3 NEK4
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## NEK5 NEK6 NEK7 NEK8 NEK9 NELF NELL1 NELL2 NENF NEO1 NES NET1 NETO1 NETO2 NEU1
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## NEU2 NEU3 NEU4 NEURL1B NEURL2 NEURL3 NEURL4 NEURL NEUROD1 NEUROD2 NEUROD4
## 1 0 0 0 0 0 0 0 0 0 0 0
## NEUROD6 NEUROG1 NEUROG2 NEUROG3 NEXN NF1P1 NF1 NF2 NFAM1 NFASC NFAT5 NFATC1
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## NFATC2IP NFATC2 NFATC3 NFATC4 NFE2L1 NFE2L2 NFE2L3 NFE2 NFIA NFIB NFIC NFIL3
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## NFIX NFKB1 NFKB2 NFKBIA NFKBIB NFKBID NFKBIE NFKBIL1 NFKBIL2 NFKBIZ NFRKB
## 1 0 0 0 0 0 0 0 0 0 0 0
## NFS1 NFU1 NFX1 NFXL1 NFYA NFYB NFYC NGB NGDN NGEF NGFRAP1 NGFR NGF NGLY1 NGRN
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## NHEDC1 NHEDC2 NHEG1 NHEJ1 NHLH1 NHLH2 NHLRC1 NHLRC2 NHLRC3 NHLRC4 NHP2L1 NHP2
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## NHSL1 NHSL2 NHS NICN1 NID1 NID2 NIF3L1 NINJ1 NINJ2 NINL NIN NIP7 NIPA1 NIPA2
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## NIPAL1 NIPAL2 NIPAL3 NIPAL4 NIPBL NIPSNAP1 NIPSNAP3A NIPSNAP3B NISCH NIT1
## 1 0 0 0 0 0 0 0 0 0 0
## NIT2 NKAIN1 NKAIN2 NKAIN3 NKAIN4 NKAPL NKAP NKD1 NKD2 NKG7 NKIRAS1 NKIRAS2
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## NKPD1 NKRF NKTR NKX1-2 NKX2-1 NKX2-2 NKX2-3 NKX2-4 NKX2-5 NKX2-6 NKX2-8
## 1 0 0 0 0 0 0 0 0 0 0 0
## NKX3-1 NKX3-2 NKX6-1 NKX6-2 NKX6-3 NLE1 NLGN1 NLGN2 NLGN3 NLGN4X NLGN4Y NLK
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## NLN NLRC3 NLRC4 NLRC5 NLRP10 NLRP11 NLRP12 NLRP13 NLRP14 NLRP1 NLRP2 NLRP3
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## NLRP4 NLRP5 NLRP6 NLRP7 NLRP8 NLRP9 NLRX1 NMBR NMB NMD3 NME1-NME2 NME1 NME2P1
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## NME2 NME3 NME4 NME5 NME6 NME7 NMI NMNAT1 NMNAT2 NMNAT3 NMRAL1 NMT1 NMT2 NMUR1
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## NMUR2 NMU NNAT NNMT NNT NOB1 NOBOX NOC2L NOC3L NOC4L NOD1 NOD2 NODAL NOG
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## NOL10 NOL11 NOL12 NOL3 NOL4 NOL6 NOL7 NOL8 NOL9 NOLC1 NOM1 NOMO1 NOMO2 NOMO3
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## NONO NOP10 NOP14 NOP16 NOP2 NOP56 NOP58 NOS1AP NOS1 NOS2 NOS3 NOSIP NOSTRIN
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## NOTCH1 NOTCH2NL NOTCH2 NOTCH3 NOTCH4 NOTO NOTUM NOVA1 NOVA2 NOV NOX1 NOX3
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## NOX4 NOX5 NOXA1 NOXO1 NPAS1 NPAS2 NPAS3 NPAS4 NPAT NPBWR1 NPBWR2 NPB NPC1L1
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## NPC1 NPC2 NPDC1 NPEPL1 NPEPPS NPFFR1 NPFFR2 NPFF NPHP1 NPHP3 NPHP4 NPHS1
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## NPHS2 NPIPL3 NPIP NPLOC4 NPL NPM1 NPM2 NPM3 NPNT NPPA NPPB NPPC NPR1 NPR2
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## NPR3 NPRL2 NPRL3 NPSR1 NPS NPTN NPTX1 NPTX2 NPTXR NPVF NPW NPY1R NPY2R NPY5R
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## NPY6R NPY NQO1 NQO2 NR0B1 NR0B2 NR1D1 NR1D2 NR1H2 NR1H3 NR1H4 NR1I2 NR1I3
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## NR2C1 NR2C2AP NR2C2 NR2E1 NR2E3 NR2F1 NR2F2 NR2F6 NR3C1 NR3C2 NR4A1 NR4A2
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## NR4A3 NR5A1 NR5A2 NR6A1 NRADDP NRAP NRARP NRAS NRBF2 NRBP1 NRBP2 NRCAM NRD1
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## NRF1 NRG1 NRG2 NRG3 NRG4 NRGN NRIP1 NRIP2 NRIP3 NRK NRL NRM NRN1L NRN1 NRP1
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## NRP2 NRSN1 NRSN2 NRTN NRXN1 NRXN2 NRXN3 NSA2 NSD1 NSDHL NSFL1C NSF NSL1 NSMAF
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## NSMCE1 NSMCE2 NSMCE4A NSUN2 NSUN3 NSUN4 NSUN5P1 NSUN5P2 NSUN5 NSUN6 NSUN7
## 1 0 0 0 0 0 0 0 0 0 0 0
## NT5C1A NT5C1B NT5C2 NT5C3L NT5C3 NT5C NT5DC1 NT5DC2 NT5DC3 NT5E NT5M NTAN1
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## NTF3 NTF4 NTHL1 NTM NTN1 NTN3 NTN4 NTN5 NTNG1 NTNG2 NTRK1 NTRK2 NTRK3 NTSR1
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## NTSR2 NTS NUAK1 NUAK2 NUB1 NUBP1 NUBP2 NUBPL NUCB1 NUCB2 NUCKS1 NUDCD1 NUDCD2
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## NUDCD3 NUDC NUDT10 NUDT11 NUDT12 NUDT13 NUDT14 NUDT15 NUDT16L1 NUDT16P1
## 1 0 0 0 0 0 0 0 0 0 0
## NUDT16 NUDT17 NUDT18 NUDT19 NUDT1 NUDT21 NUDT22 NUDT2 NUDT3 NUDT4 NUDT5 NUDT6
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## NUDT7 NUDT8 NUDT9P1 NUDT9 NUF2 NUFIP1 NUFIP2 NUMA1 NUMBL NUMB NUP107 NUP133
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## NUP153 NUP155 NUP160 NUP188 NUP205 NUP210L NUP210 NUP214 NUP35 NUP37 NUP43
## 1 0 0 0 0 0 0 0 0 0 0 0
## NUP50 NUP54 NUP62CL NUP62 NUP85 NUP88 NUP93 NUP98 NUPL1 NUPL2 NUPR1 NUS1
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## NUSAP1 NUTF2 NVL NWD1 NXF1 NXF2B NXF2 NXF3 NXF4 NXF5 NXNL1 NXNL2 NXN NXPH1
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## NXPH2 NXPH3 NXPH4 NXT1 NXT2 NYNRIN NYX OAF OAS1 OAS2 OAS3 OASL OAT OAZ1 OAZ2
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## OAZ3 OBFC1 OBFC2A OBFC2B OBP2A OBP2B OBSCN OBSL1 OC90 OCA2 OCEL1 OCIAD1
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## OCIAD2 OCLM OCLN OCM2 OCM OCRL ODAM ODC1 ODF1 ODF2L ODF2 ODF3B ODF3L1 ODF3L2
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## ODF3 ODF4 ODZ1 ODZ2 ODZ3 ODZ4 OFD1 OGDHL OGDH OGFOD1 OGFOD2 OGFRL1 OGFR OGG1
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## OGN OGT OIP5 OIT3 OLA1 OLAH OLFM1 OLFM2 OLFM3 OLFM4 OLFML1 OLFML2A OLFML2B
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## OLFML3 OLIG1 OLIG2 OLIG3 OLR1 OMA1 OMD OMG OMP ONECUT1 ONECUT2 ONECUT3 OOEP
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## OPA1 OPA3 OPALIN OPCML OPHN1 OPLAH OPN1LW OPN1MW OPN1SW OPN3 OPN4 OPN5 OPRD1
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## OPRK1 OPRL1 OPRM1 OPTC OPTN OR10A2 OR10A3 OR10A4 OR10A5 OR10A6 OR10A7 OR10AD1
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## OR10AG1 OR10C1 OR10G2 OR10G3 OR10G4 OR10G7 OR10G8 OR10G9 OR10H1 OR10H2 OR10H3
## 1 0 0 0 0 0 0 0 0 0 0 0
## OR10H4 OR10H5 OR10J1 OR10J3 OR10J5 OR10K1 OR10K2 OR10P1 OR10Q1 OR10R2 OR10S1
## 1 0 0 0 0 0 0 0 0 0 0 0
## OR10T2 OR10V1 OR10W1 OR10X1 OR10Z1 OR11A1 OR11G2 OR11H12 OR11H1 OR11H4 OR11H6
## 1 0 0 0 0 0 0 0 0 0 0 0
## OR11L1 OR12D2 OR12D3 OR13A1 OR13C2 OR13C3 OR13C4 OR13C5 OR13C8 OR13C9 OR13D1
## 1 0 0 0 0 0 0 0 0 0 0 0
## OR13F1 OR13G1 OR13H1 OR13J1 OR14A16 OR14C36 OR14I1 OR14J1 OR1A1 OR1A2 OR1B1
## 1 0 0 0 0 0 0 0 0 0 0 0
## OR1C1 OR1D2 OR1D4 OR1E1 OR1E2 OR1F1 OR1F2P OR1G1 OR1I1 OR1J1 OR1J2 OR1J4
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## OR1K1 OR1L1 OR1L3 OR1L4 OR1L6 OR1L8 OR1M1 OR1N1 OR1N2 OR1Q1 OR1S1 OR1S2
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## OR2A12 OR2A14 OR2A1 OR2A25 OR2A2 OR2A4 OR2A5 OR2A7 OR2A9P OR2AE1 OR2AG1
## 1 0 0 0 0 0 0 0 0 0 0 0
## OR2AG2 OR2AK2 OR2AT4 OR2B11 OR2B2 OR2B3 OR2B6 OR2C1 OR2C3 OR2D2 OR2D3 OR2F1
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## OR2F2 OR2G2 OR2G3 OR2G6 OR2H1 OR2H2 OR2J2 OR2J3 OR2K2 OR2L13 OR2L1P OR2L2
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## OR2L3 OR2L8 OR2M1P OR2M2 OR2M3 OR2M4 OR2M5 OR2M7 OR2S2 OR2T10 OR2T11 OR2T12
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## OR2T1 OR2T27 OR2T2 OR2T33 OR2T34 OR2T3 OR2T4 OR2T5 OR2T6 OR2T8 OR2V2 OR2W1
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## OR2W3 OR2W5 OR2Y1 OR2Z1 OR3A1 OR3A2 OR3A3 OR3A4 OR4A15 OR4A16 OR4A47 OR4A5
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## OR4B1 OR4C11 OR4C12 OR4C13 OR4C15 OR4C16 OR4C3 OR4C45 OR4C46 OR4C6 OR4D10
## 1 0 0 0 0 0 0 0 0 0 0 0
## OR4D11 OR4D1 OR4D2 OR4D5 OR4D6 OR4D9 OR4E2 OR4F15 OR4F17 OR4F21 OR4F29 OR4F4
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## OR4F5 OR4F6 OR4K13 OR4K14 OR4K15 OR4K17 OR4K1 OR4K2 OR4K5 OR4L1 OR4M1 OR4M2
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## OR4N2 OR4N3P OR4N4 OR4N5 OR4P4 OR4Q3 OR4S1 OR4S2 OR4X1 OR4X2 OR51A4 OR51A7
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## OR51B2 OR51B4 OR51B5 OR51B6 OR51D1 OR51E1 OR51E2 OR51F1 OR51F2 OR51G1 OR51G2
## 1 0 0 0 0 0 0 0 0 0 0 0
## OR51I1 OR51I2 OR51L1 OR51M1 OR51Q1 OR51S1 OR51T1 OR51V1 OR52A1 OR52A4 OR52A5
## 1 0 0 0 0 0 0 0 0 0 0 0
## OR52B2 OR52B4 OR52B6 OR52D1 OR52E2 OR52E4 OR52E6 OR52E8 OR52H1 OR52I1 OR52I2
## 1 0 0 0 0 0 0 0 0 0 0 0
## OR52J3 OR52K1 OR52K2 OR52L1 OR52M1 OR52N1 OR52N2 OR52N4 OR52N5 OR52R1 OR52W1
## 1 0 0 0 0 0 0 0 0 0 0 0
## OR56A1 OR56A3 OR56A4 OR56A5 OR56B1 OR56B4 OR5A1 OR5A2 OR5AC2 OR5AK2 OR5AN1
## 1 0 0 0 0 0 0 0 0 0 0 0
## OR5AP2 OR5AR1 OR5AS1 OR5AU1 OR5B12 OR5B17 OR5B21 OR5B2 OR5B3 OR5C1 OR5D13
## 1 0 0 0 0 0 0 0 0 0 0 0
## OR5D14 OR5D16 OR5D18 OR5E1P OR5F1 OR5H15 OR5H1 OR5H2 OR5H6 OR5I1 OR5J2 OR5K1
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## OR5K2 OR5K3 OR5K4 OR5L1 OR5L2 OR5M10 OR5M11 OR5M1 OR5M3 OR5M8 OR5M9 OR5P2
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## OR5P3 OR5R1 OR5T1 OR5T2 OR5T3 OR5V1 OR5W2 OR6A2 OR6B1 OR6B2 OR6B3 OR6C1 OR6C2
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## OR6C3 OR6C4 OR6C65 OR6C68 OR6C6 OR6C70 OR6C74 OR6C75 OR6C76 OR6F1 OR6K2 OR6K3
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## OR6K6 OR6M1 OR6N1 OR6N2 OR6P1 OR6Q1 OR6S1 OR6T1 OR6V1 OR6W1P OR6X1 OR6Y1
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## OR7A10 OR7A17 OR7A5 OR7C1 OR7C2 OR7D2 OR7D4 OR7E156P OR7E24 OR7E37P OR7E5P
## 1 0 0 0 0 0 0 0 0 0 0 0
## OR7E91P OR7G1 OR7G2 OR7G3 OR8A1 OR8B12 OR8B2 OR8B3 OR8B4 OR8B8 OR8D1 OR8D2
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## OR8D4 OR8G2 OR8G5 OR8H1 OR8H2 OR8H3 OR8I2 OR8J1 OR8J3 OR8K1 OR8K3 OR8K5 OR8S1
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## OR8U1 OR9A2 OR9A4 OR9G4 OR9G9 OR9I1 OR9K2 OR9Q1 OR9Q2 ORAI1 ORAI2 ORAI3
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## ORAOV1 ORC1L ORC2L ORC3L ORC4L ORC5L ORC6L ORM1 ORM2 ORMDL1 ORMDL2 ORMDL3 OS9
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## OSBP2 OSBPL10 OSBPL11 OSBPL1A OSBPL2 OSBPL3 OSBPL5 OSBPL6 OSBPL7 OSBPL8
## 1 0 0 0 0 0 0 0 0 0 0
## OSBPL9 OSBP OSCAR OSCP1 OSGEPL1 OSGEP OSGIN1 OSGIN2 OSMR OSM OSR1 OSR2 OST4
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## OSTBETA OSTCL OSTC OSTF1 OSTM1 OSTN OSTalpha OTC OTOA OTOF OTOL1 OTOP1 OTOP2
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## OTOP3 OTOR OTOS OTP OTUB1 OTUB2 OTUD1 OTUD3 OTUD4 OTUD5 OTUD6A OTUD6B OTUD7A
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## OTUD7B OTX1 OTX2 OVCA2 OVCH1 OVCH2 OVGP1 OVOL1 OVOL2 OXA1L OXCT1 OXCT2 OXER1
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## OXGR1 OXNAD1 OXR1 OXSM OXSR1 OXTR OXT P2RX1 P2RX2 P2RX3 P2RX4 P2RX5 P2RX6P
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## P2RX6 P2RX7 P2RY10 P2RY11 P2RY12 P2RY13 P2RY14 P2RY1 P2RY2 P2RY4 P2RY6 P2RY8
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## P4HA1 P4HA2 P4HA3 P4HB P4HTM P704P PA2G4P4 PA2G4 PAAF1 PABPC1L2A PABPC1L2B
## 1 0 0 0 0 0 0 0 0 0 0 0
## PABPC1L PABPC1P2 PABPC1 PABPC3 PABPC4L PABPC4 PABPC5 PABPN1L PABPN1 PACRGL
## 1 0 0 0 0 0 0 0 0 0 0
## PACRG PACS1 PACS2 PACSIN1 PACSIN2 PACSIN3 PADI1 PADI2 PADI3 PADI4 PADI6 PAEP
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## PAF1 PAFAH1B1 PAFAH1B2 PAFAH1B3 PAFAH2 PAG1 PAGE1 PAGE2B PAGE2 PAGE3 PAGE4
## 1 0 0 0 0 0 0 0 0 0 0 0
## PAGE5 PAH PAICS PAIP1 PAIP2B PAIP2 PAK1IP1 PAK1 PAK2 PAK3 PAK4 PAK6 PAK7
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## PALB2 PALLD PALM2-AKAP2 PALM2 PALM3 PALMD PALM PAMR1 PAM PAN2 PAN3 PANK1
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## PANK2 PANK3 PANK4 PANX1 PANX2 PANX3 PAOX PAPD4 PAPD5 PAPD7 PAPLN PAPL PAPOLA
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## PAPOLB PAPOLG PAPPA2 PAPPA PAPSS1 PAPSS2 PAQR3 PAQR4 PAQR5 PAQR6 PAQR7 PAQR8
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## PAQR9 PAR-SN PAR1 PAR4 PAR5 PARD3B PARD3 PARD6A PARD6B PARD6G PARG PARK2
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## PARK7 PARL PARM1 PARN PARP10 PARP11 PARP12 PARP14 PARP15 PARP16 PARP1 PARP2
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## PARP3 PARP4 PARP6 PARP8 PARP9 PARS2 PART1 PARVA PARVB PARVG PASD1 PASK PATE1
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## PATE2 PATE3 PATE4 PATL1 PATL2 PATZ1 PAWR PAX1 PAX2 PAX3 PAX4 PAX5 PAX6 PAX7
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## PAX8 PAX9 PAXIP1 PBK PBLD PBOV1 PBRM1 PBX1 PBX2 PBX3 PBX4 PBXIP1 PCA3 PCBD1
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## PCBD2 PCBP1 PCBP2 PCBP3 PCBP4 PCCA PCCB PCDH10 PCDH11X PCDH11Y PCDH12 PCDH15
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## PCDH17 PCDH18 PCDH19 PCDH1 PCDH20 PCDH7 PCDH8 PCDH9 PCDHA10 PCDHA11 PCDHA12
## 1 0 0 0 0 0 0 0 0 0 0 0
## PCDHA13 PCDHA1 PCDHA2 PCDHA3 PCDHA4 PCDHA5 PCDHA6 PCDHA7 PCDHA8 PCDHA9
## 1 0 0 0 0 0 0 0 0 0 0
## PCDHAC1 PCDHAC2 PCDHB10 PCDHB11 PCDHB12 PCDHB13 PCDHB14 PCDHB15 PCDHB16
## 1 0 0 0 0 0 0 0 0 0
## PCDHB17 PCDHB18 PCDHB19P PCDHB1 PCDHB2 PCDHB3 PCDHB4 PCDHB5 PCDHB6 PCDHB7
## 1 0 0 0 0 0 0 0 0 0 0
## PCDHB8 PCDHB9 PCDHGA10 PCDHGA11 PCDHGA12 PCDHGA1 PCDHGA2 PCDHGA3 PCDHGA4
## 1 0 0 0 0 0 0 0 0 0
## PCDHGA5 PCDHGA6 PCDHGA7 PCDHGA8 PCDHGA9 PCDHGB1 PCDHGB2 PCDHGB3 PCDHGB4
## 1 0 0 0 0 0 0 0 0 0
## PCDHGB5 PCDHGB6 PCDHGB7 PCDHGB8P PCDHGC3 PCDHGC4 PCDHGC5 PCDP1 PCF11 PCGEM1
## 1 0 0 0 0 0 0 0 0 0 0
## PCGF1 PCGF2 PCGF3 PCGF5 PCGF6 PCID2 PCIF1 PCK1 PCK2 PCLO PCM1 PCMT1 PCMTD1
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## PCMTD2 PCNAP1 PCNA PCNP PCNT PCNXL2 PCNXL3 PCNX PCOLCE2 PCOLCE PCOTH PCP2
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## PCP4L1 PCP4 PCSK1N PCSK1 PCSK2 PCSK4 PCSK5 PCSK6 PCSK7 PCSK9 PCTP PCYOX1L
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## PCYOX1 PCYT1A PCYT1B PCYT2 PC PDAP1 PDCD10 PDCD11 PDCD1LG2 PDCD1 PDCD2L PDCD2
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## PDCD4 PDCD5 PDCD6IP PDCD6 PDCD7 PDCL2 PDCL3 PDCL PDC PDDC1 PDE10A PDE11A
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## PDE12 PDE1A PDE1B PDE1C PDE2A PDE3A PDE3B PDE4A PDE4B PDE4C PDE4DIP PDE4D
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## PDE5A PDE6A PDE6B PDE6C PDE6D PDE6G PDE6H PDE7A PDE7B PDE8A PDE8B PDE9A PDF
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## PDGFA PDGFB PDGFC PDGFD PDGFRA PDGFRB PDGFRL PDHA1 PDHA2 PDHB PDHX PDIA2
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## PDIA3P PDIA3 PDIA4 PDIA5 PDIA6 PDIK1L PDILT PDK1 PDK2 PDK3 PDK4 PDLIM1 PDLIM2
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## PDLIM3 PDLIM4 PDLIM5 PDLIM7 PDP1 PDP2 PDPK1 PDPN PDPR PDRG1 PDS5A PDS5B PDSS1
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## PDSS2 PDX1 PDXDC1 PDXDC2 PDXK PDXP PDYN PDZD11 PDZD2 PDZD3 PDZD4 PDZD7 PDZD8
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## PDZD9 PDZK1IP1 PDZK1P1 PDZK1 PDZRN3 PDZRN4 PEA15 PEAR1 PEBP1 PEBP4 PECAM1
## 1 0 0 0 0 0 0 0 0 0 0 0
## PECI PECR PEF1 PEG10 PEG3AS PEG3 PELI1 PELI2 PELI3 PELO PELP1 PEMT PENK PEPD
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## PER1 PER2 PER3 PER4 PERP PES1 PET112L PEX10 PEX11A PEX11B PEX11G PEX12 PEX13
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## PEX14 PEX16 PEX19 PEX1 PEX26 PEX2 PEX3 PEX5L PEX5 PEX6 PEX7 PF4V1 PF4 PFAS
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## PFDN1 PFDN2 PFDN4 PFDN5 PFDN6 PFKFB1 PFKFB2 PFKFB3 PFKFB4 PFKL PFKM PFKP PFN1
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## PFN2 PFN3 PFN4 PGA3 PGA4 PGA5 PGAM1 PGAM2 PGAM4 PGAM5 PGAP1 PGAP2 PGAP3 PGBD1
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## PGBD2 PGBD3 PGBD4 PGBD5 PGCP PGC PGD PGF PGGT1B PGK1 PGK2 PGLS PGLYRP1
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## PGLYRP2 PGLYRP3 PGLYRP4 PGM1 PGM2L1 PGM2 PGM3 PGM5P2 PGM5 PGPEP1L PGPEP1 PGP
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## PGRMC1 PGRMC2 PGR PGS1 PHACTR1 PHACTR2 PHACTR3 PHACTR4 PHAX PHB2 PHB PHC1
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## PHC2 PHC3 PHEX PHF10 PHF11 PHF12 PHF13 PHF14 PHF15 PHF16 PHF17 PHF19 PHF1
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## PHF20L1 PHF20 PHF21A PHF21B PHF23 PHF2 PHF3 PHF5A PHF6 PHF7 PHF8 PHGDH PHGR1
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## PHIP PHKA1 PHKA2 PHKB PHKG1 PHKG2 PHLDA1 PHLDA2 PHLDA3 PHLDB1 PHLDB2 PHLDB3
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## PHLPP1 PHLPP2 PHOSPHO1 PHOSPHO2 PHOX2A PHOX2B PHPT1 PHRF1 PHTF1 PHTF2 PHYHD1
## 1 0 0 0 0 0 0 0 0 0 0 0
## PHYHIPL PHYHIP PHYH PI15 PI16 PI3 PI4K2A PI4K2B PI4KAP1 PI4KAP2 PI4KA PI4KB
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## PIAS1 PIAS2 PIAS3 PIAS4 PIBF1 PICALM PICK1 PID1 PIF1 PIGA PIGB PIGC PIGF PIGG
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## PIGH PIGK PIGL PIGM PIGN PIGO PIGP PIGQ PIGR PIGS PIGT PIGU PIGV PIGW PIGX
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## PIGY PIGZ PIH1D1 PIH1D2 PIK3AP1 PIK3C2A PIK3C2B PIK3C2G PIK3C3 PIK3CA PIK3CB
## 1 0 0 0 0 0 0 0 0 0 0 0
## PIK3CD PIK3CG PIK3IP1 PIK3R1 PIK3R2 PIK3R3 PIK3R4 PIK3R5 PIK3R6 PIKFYVE PILRA
## 1 0 0 0 0 0 0 0 0 0 0 0
## PILRB PIM1 PIM2 PIM3 PIN1L PIN1 PIN4 PINK1 PINX1 PION PIP4K2A PIP4K2B PIP4K2C
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## PIP5K1A PIP5K1B PIP5K1C PIP5K1P1 PIP5KL1 PIPOX PIPSL PIP PIRT PIR PISD PISRT1
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## PITPNA PITPNB PITPNC1 PITPNM1 PITPNM2 PITPNM3 PITRM1 PITX1 PITX2 PITX3 PIWIL1
## 1 0 0 0 0 0 0 0 0 0 0 0
## PIWIL2 PIWIL3 PIWIL4 PJA1 PJA2 PKD1L1 PKD1L2 PKD1L3 PKD1 PKD2L1 PKD2L2 PKD2
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## PKDCC PKDREJ PKHD1L1 PKHD1 PKIA PKIB PKIG PKLR PKM2 PKMYT1 PKN1 PKN2 PKN3
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## PKNOX1 PKNOX2 PKP1 PKP2 PKP3 PKP4 PL-5283 PLA1A PLA2G10 PLA2G12A PLA2G12B
## 1 0 0 0 0 0 0 0 0 0 0 0
## PLA2G15 PLA2G16 PLA2G1B PLA2G2A PLA2G2C PLA2G2D PLA2G2F PLA2G3 PLA2G4A
## 1 0 0 0 0 0 0 0 0 0
## PLA2G4C PLA2G4D PLA2G4E PLA2G4F PLA2G5 PLA2G6 PLA2G7 PLA2R1 PLAA PLAC1L PLAC1
## 1 0 0 0 0 0 0 0 0 0 0 0
## PLAC2 PLAC4 PLAC8L1 PLAC8 PLAC9 PLAG1 PLAGL1 PLAGL2 PLAT PLAUR PLAU PLB1
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## PLBD1 PLBD2 PLCB1 PLCB2 PLCB3 PLCB4 PLCD1 PLCD3 PLCD4 PLCE1 PLCG1 PLCG2 PLCH1
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## PLCH2 PLCL1 PLCL2 PLCXD1 PLCXD2 PLCXD3 PLCZ1 PLD1 PLD2 PLD3 PLD4 PLD5 PLD6
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## PLDN PLEC PLEK2 PLEKHA1 PLEKHA2 PLEKHA3 PLEKHA4 PLEKHA5 PLEKHA6 PLEKHA7
## 1 0 0 0 0 0 0 0 0 0 0
## PLEKHA8 PLEKHA9 PLEKHB1 PLEKHB2 PLEKHF1 PLEKHF2 PLEKHG1 PLEKHG2 PLEKHG3
## 1 0 0 0 0 0 0 0 0 0
## PLEKHG4B PLEKHG4 PLEKHG5 PLEKHG6 PLEKHG7 PLEKHH1 PLEKHH2 PLEKHH3 PLEKHJ1
## 1 0 0 0 0 0 0 0 0 0
## PLEKHM1P PLEKHM1 PLEKHM2 PLEKHM3 PLEKHN1 PLEKHO1 PLEKHO2 PLEK PLGLA PLGLB2
## 1 0 0 0 0 0 0 0 0 0 0
## PLG PLIN1 PLIN2 PLIN3 PLIN4 PLIN5 PLK1S1 PLK1 PLK2 PLK3 PLK4 PLK5P PLLP PLN
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## PLOD1 PLOD2 PLOD3 PLP1 PLP2 PLRG1 PLS1 PLS3 PLSCR1 PLSCR2 PLSCR3 PLSCR4
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## PLSCR5 PLTP PLUNC PLVAP PLXDC1 PLXDC2 PLXNA1 PLXNA2 PLXNA3 PLXNA4 PLXNB1
## 1 0 0 0 0 0 0 0 0 0 0 0
## PLXNB2 PLXNB3 PLXNC1 PLXND1 PM20D1 PM20D2 PMAIP1 PMCHL1 PMCHL2 PMCH PMEPA1
## 1 0 0 0 0 0 0 0 0 0 0 0
## PMF1 PMFBP1 PML PMM1 PMM2 PMP22 PMP2 PMPCA PMPCB PMS1 PMS2CL PMS2L11 PMS2L1
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## PMS2L2 PMS2L3 PMS2L4 PMS2L5 PMS2 PMVK PNCK PNKD PNKP PNLDC1 PNLIPRP1 PNLIPRP2
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## PNLIPRP3 PNLIP PNMA1 PNMA2 PNMA3 PNMA5 PNMA6A PNMAL1 PNMAL2 PNMT PNN PNO1
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## PNOC PNPLA1 PNPLA2 PNPLA3 PNPLA4 PNPLA5 PNPLA6 PNPLA7 PNPLA8 PNPO PNPT1 PNP
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## PNRC1 PNRC2 POC1A POC1B POC5 PODNL1 PODN PODXL2 PODXL POF1B POFUT1 POFUT2
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## POGK POGZ POLA1 POLA2 POLB POLD1 POLD2 POLD3 POLD4 POLDIP2 POLDIP3 POLE2
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## POLE3 POLE4 POLE POLG2 POLG POLH POLI POLK POLL POLM POLN POLQ POLR1A POLR1B
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## POLR1C POLR1D POLR1E POLR2A POLR2B POLR2C POLR2D POLR2E POLR2F POLR2G POLR2H
## 1 0 0 0 0 0 0 0 0 0 0 0
## POLR2I POLR2J2 POLR2J3 POLR2J4 POLR2J POLR2K POLR2L POLR3A POLR3B POLR3C
## 1 0 0 0 0 0 0 0 0 0 0
## POLR3D POLR3E POLR3F POLR3GL POLR3G POLR3H POLR3K POLRMT POM121C POM121L10P
## 1 0 0 0 0 0 0 0 0 0 0
## POM121L12 POM121L1P POM121L2 POM121L4P POM121L8P POM121L9P POM121 POMC
## 1 0 0 0 0 0 0 0 0
## POMGNT1 POMP POMT1 POMT2 POMZP3 PON1 PON2 PON3 POP1 POP4 POP5 POP7 POPDC2
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## POPDC3 PORCN POR POSTN POT1 POTEA POTEB POTEC POTED POTEE POTEF POTEG POTEH
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## POU1F1 POU2AF1 POU2F1 POU2F2 POU2F3 POU3F1 POU3F2 POU3F3 POU3F4 POU4F1 POU4F2
## 1 0 0 0 0 0 0 0 0 0 0 0
## POU4F3 POU5F1B POU5F1 POU5F2 POU6F1 POU6F2 PP14571 PPA1 PPA2 PPAN-P2RY11 PPAN
## 1 0 0 0 0 0 0 0 0 0 0 0
## PPAP2A PPAP2B PPAP2C PPAPDC1A PPAPDC1B PPAPDC2 PPAPDC3 PPARA PPARD PPARGC1A
## 1 0 0 0 0 0 0 0 0 0 0
## PPARGC1B PPARG PPAT PPBPL2 PPBP PPCDC PPCS PPDPF PPEF1 PPEF2 PPFIA1 PPFIA2
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## PPFIA3 PPFIA4 PPFIBP1 PPFIBP2 PPHLN1 PPIAL4B PPIAL4C PPIAL4D PPIAL4E PPIAL4G
## 1 0 0 0 0 0 0 0 0 0 0
## PPIA PPIB PPIC PPID PPIEL PPIE PPIF PPIG PPIH PPIL1 PPIL2 PPIL3 PPIL4 PPIL5
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## PPIL6 PPIP5K1 PPIP5K2 PPL PPM1A PPM1B PPM1D PPM1E PPM1F PPM1G PPM1H PPM1J
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## PPM1K PPM1L PPM1M PPM1N PPME1 PPOX PPP1CA PPP1CB PPP1CC PPP1R10 PPP1R11
## 1 0 0 0 0 0 0 0 0 0 0 0
## PPP1R12A PPP1R12B PPP1R12C PPP1R13B PPP1R13L PPP1R14A PPP1R14B PPP1R14C
## 1 0 0 0 0 0 0 0 0
## PPP1R14D PPP1R15A PPP1R15B PPP1R16A PPP1R16B PPP1R1A PPP1R1B PPP1R1C PPP1R2P1
## 1 0 0 0 0 0 0 0 0 0
## PPP1R2P3 PPP1R2P9 PPP1R2 PPP1R3A PPP1R3B PPP1R3C PPP1R3D PPP1R3E PPP1R3F
## 1 0 0 0 0 0 0 0 0 0
## PPP1R3G PPP1R7 PPP1R8 PPP1R9A PPP1R9B PPP2CA PPP2CB PPP2R1A PPP2R1B PPP2R2A
## 1 0 0 0 0 0 0 0 0 0 0
## PPP2R2B PPP2R2C PPP2R2D PPP2R3A PPP2R3B PPP2R3C PPP2R4 PPP2R5A PPP2R5B
## 1 0 0 0 0 0 0 0 0 0
## PPP2R5C PPP2R5D PPP2R5E PPP3CA PPP3CB PPP3CC PPP3R1 PPP3R2 PPP4C PPP4R1L
## 1 0 0 0 0 0 0 0 0 0 0
## PPP4R1 PPP4R2 PPP4R4 PPP5C PPP6C PPPDE1 PPPDE2 PPRC1 PPT1 PPT2 PPTC7 PPWD1
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## PPY2 PPYR1 PPY PQBP1 PQLC1 PQLC2 PQLC3 PRAC PRAF2 PRAM1 PRAMEF10 PRAMEF11
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## PRAMEF12 PRAMEF13 PRAMEF14 PRAMEF16 PRAMEF18 PRAMEF1 PRAMEF20 PRAMEF22
## 1 0 0 0 0 0 0 0 0
## PRAMEF2 PRAMEF4 PRAMEF5 PRAMEF6 PRAMEF8 PRAMEF9 PRAME PRAP1 PRB1 PRB2 PRB3
## 1 0 0 0 0 0 0 0 0 0 0 0
## PRB4 PRC1 PRCC PRCD PRCP PRDM10 PRDM11 PRDM12 PRDM13 PRDM14 PRDM15 PRDM16
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## PRDM1 PRDM2 PRDM4 PRDM5 PRDM6 PRDM7 PRDM8 PRDM9 PRDX1 PRDX2 PRDX3 PRDX4 PRDX5
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## PRDX6 PRDXDD1P PREB PRELID1 PRELID2 PRELP PREPL PREP PREX1 PREX2 PRF1 PRG1
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## PRG2 PRG3 PRG4 PRH1 PRH2 PRHOXNB PRIC285 PRICKLE1 PRICKLE2 PRICKLE3 PRICKLE4
## 1 0 0 0 0 0 0 0 0 0 0 0
## PRIM1 PRIM2 PRIMA1 PRINS PRKAA1 PRKAA2 PRKAB1 PRKAB2 PRKACA PRKACB PRKACG
## 1 0 0 0 0 0 0 0 0 0 0 0
## PRKAG1 PRKAG2 PRKAG3 PRKAR1A PRKAR1B PRKAR2A PRKAR2B PRKCA PRKCB PRKCDBP
## 1 0 0 0 0 0 0 0 0 0 0
## PRKCD PRKCE PRKCG PRKCH PRKCI PRKCQ PRKCSH PRKCZ PRKD1 PRKD2 PRKD3 PRKDC
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## PRKG1 PRKG2 PRKRA PRKRIP1 PRKRIR PRKX PRKY PRLHR PRLH PRLR PRL PRM1 PRM2 PRM3
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## PRMT10 PRMT1 PRMT2 PRMT3 PRMT5 PRMT6 PRMT7 PRMT8 PRND PRNP PRNT PRO0611
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## PRO0628 PRO1768 PROCA1 PROCR PROC PRODH2 PRODH PROK1 PROK2 PROKR1 PROKR2
## 1 0 0 0 0 0 0 0 0 0 0 0
## PROL1 PROM1 PROM2 PROP1 PROS1 PROSC PROX1 PROX2 PROZ PRPF18 PRPF19 PRPF31
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## PRPF38A PRPF38B PRPF39 PRPF3 PRPF40A PRPF40B PRPF4B PRPF4 PRPF6 PRPF8 PRPH2
## 1 0 0 0 0 0 0 0 0 0 0 0
## PRPH PRPS1L1 PRPS1 PRPS2 PRPSAP1 PRPSAP2 PRR11 PRR12 PRR13 PRR14 PRR15L PRR15
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## PRR16 PRR18 PRR19 PRR21 PRR22 PRR23A PRR23B PRR23C PRR24 PRR25 PRR3 PRR4
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## PRR5-ARHGAP8 PRR5L PRR5 PRR7 PRRC1 PRRG1 PRRG2 PRRG3 PRRG4 PRRT1 PRRT2 PRRT3
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## PRRT4 PRRX1 PRRX2 PRSS12 PRSS16 PRSS1 PRSS21 PRSS22 PRSS23 PRSS27 PRSS30P
## 1 0 0 0 0 0 0 0 0 0 0 0
## PRSS33 PRSS35 PRSS36 PRSS37 PRSS38 PRSS3 PRSS41 PRSS42 PRSS45 PRSS48 PRSS50
## 1 0 0 0 0 0 0 0 0 0 0 0
## PRSS53 PRSS54 PRSS55 PRSS8 PRSSL1 PRTFDC1 PRTG PRTN3 PRUNE2 PRUNE PRX PRY2
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## PSAPL1 PSAP PSAT1 PSCA PSD2 PSD3 PSD4 PSD PSEN1 PSEN2 PSENEN PSG10 PSG11 PSG1
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## PSG2 PSG3 PSG4 PSG5 PSG6 PSG7 PSG8 PSG9 PSIMCT-1 PSIP1 PSKH1 PSKH2 PSMA1
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## PSMA2 PSMA3 PSMA4 PSMA5 PSMA6 PSMA7 PSMA8 PSMB10 PSMB11 PSMB1 PSMB2 PSMB3
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## PSMB4 PSMB5 PSMB6 PSMB7 PSMB8 PSMB9 PSMC1 PSMC2 PSMC3IP PSMC3 PSMC4 PSMC5
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## PSMC6 PSMD10 PSMD11 PSMD12 PSMD13 PSMD14 PSMD1 PSMD2 PSMD3 PSMD4 PSMD5 PSMD6
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## PSMD7 PSMD8 PSMD9 PSME1 PSME2 PSME3 PSME4 PSMF1 PSMG1 PSMG2 PSMG3 PSMG4
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## PSORS1C1 PSORS1C2 PSORS1C3 PSPC1 PSPH PSPN PSRC1 PSTK PSTPIP1 PSTPIP2 PTAFR
## 1 0 0 0 0 0 0 0 0 0 0 0
## PTAR1 PTBP1 PTBP2 PTCD1 PTCD2 PTCD3 PTCH1 PTCH2 PTCHD1 PTCHD2 PTCHD3 PTCRA
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## PTDSS1 PTDSS2 PTENP1 PTEN PTER PTF1A PTGDR PTGDS PTGER1 PTGER2 PTGER3 PTGER4
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## PTGES2 PTGES3 PTGES PTGFRN PTGFR PTGIR PTGIS PTGR1 PTGR2 PTGS1 PTGS2 PTH1R
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## PTH2R PTH2 PTHLH PTH PTK2B PTK2 PTK6 PTK7 PTMA PTMS PTN PTOV1 PTP4A1 PTP4A2
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## PTP4A3 PTPDC1 PTPLAD1 PTPLAD2 PTPLA PTPLB PTPMT1 PTPN11 PTPN12 PTPN13 PTPN14
## 1 0 0 0 0 0 0 0 0 0 0 0
## PTPN18 PTPN1 PTPN20A PTPN20B PTPN21 PTPN22 PTPN23 PTPN2 PTPN3 PTPN4 PTPN5
## 1 0 0 0 0 0 0 0 0 0 0 0
## PTPN6 PTPN7 PTPN9 PTPRA PTPRB PTPRCAP PTPRC PTPRD PTPRE PTPRF PTPRG PTPRH
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## PTPRJ PTPRK PTPRM PTPRN2 PTPRN PTPRO PTPRQ PTPRR PTPRS PTPRT PTPRU PTPRVP
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## PTPRZ1 PTRF PTRH1 PTRH2 PTS PTTG1IP PTTG1 PTTG2 PTTG3P PTX3 PTX4 PUF60 PUM1
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## PUM2 PURA PURB PURG PUS10 PUS1 PUS3 PUS7L PUS7 PUSL1 PVALB PVRIG PVRL1 PVRL2
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## PVRL3 PVRL4 PVR PVT1 PWP1 PWP2 PWRN1 PWRN2 PWWP2A PWWP2B PXDNL PXDN PXK PXMP2
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## PXMP4 PXN PXT1 PYCARD PYCR1 PYCR2 PYCRL PYDC1 PYDC2 PYGB PYGL PYGM PYGO1
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## PYGO2 PYHIN1 PYROXD1 PYROXD2 PYY2 PYY PZP ProSAPiP1 QARS QDPR QKI QPCTL QPCT
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## QPRT QRFPR QRFP QRICH1 QRICH2 QRSL1 QSER1 QSOX1 QSOX2 QTRT1 QTRTD1 R3HCC1
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## R3HDM1 R3HDM2 R3HDML RAB10 RAB11A RAB11B RAB11FIP1 RAB11FIP2 RAB11FIP3
## 1 0 0 0 0 0 0 0 0 0
## RAB11FIP4 RAB11FIP5 RAB12 RAB13 RAB14 RAB15 RAB17 RAB18 RAB19 RAB1A RAB1B
## 1 0 0 0 0 0 0 0 0 0 0 0
## RAB20 RAB21 RAB22A RAB23 RAB24 RAB25 RAB26 RAB27A RAB27B RAB28 RAB2A RAB2B
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## RAB30 RAB31 RAB32 RAB33A RAB33B RAB34 RAB35 RAB36 RAB37 RAB38 RAB39B RAB39
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## RAB3A RAB3B RAB3C RAB3D RAB3GAP1 RAB3GAP2 RAB3IL1 RAB3IP RAB40AL RAB40A
## 1 0 0 0 0 0 0 0 0 0 0
## RAB40B RAB40C RAB41 RAB42 RAB43 RAB4A RAB4B RAB5A RAB5B RAB5C RAB6A RAB6B
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## RAB6C RAB7A RAB7L1 RAB8A RAB8B RAB9A RAB9BP1 RAB9B RABAC1 RABEP1 RABEP2
## 1 0 0 0 0 0 0 0 0 0 0 0
## RABEPK RABGAP1L RABGAP1 RABGEF1 RABGGTA RABGGTB RABIF RABL2A RABL2B RABL3
## 1 0 0 0 0 0 0 0 0 0 0
## RABL5 RAC1 RAC2 RAC3 RACGAP1P RACGAP1 RAD17 RAD18 RAD1 RAD21L1 RAD21 RAD23A
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## RAD23B RAD50 RAD51AP1 RAD51AP2 RAD51C RAD51L1 RAD51L3 RAD51 RAD52 RAD54B
## 1 0 0 0 0 0 0 0 0 0 0
## RAD54L2 RAD54L RAD9A RAD9B RADIL RAE1 RAET1E RAET1G RAET1K RAET1L RAF1
## 1 0 0 0 0 0 0 0 0 0 0 0
## RAG1AP1 RAG1 RAG2 RAGE RAI14 RAI1 RAI2 RALA RALBP1 RALB RALGAPA1 RALGAPA2
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## RALGAPB RALGDS RALGPS1 RALGPS2 RALYL RALY RAMP1 RAMP2 RAMP3 RANBP10 RANBP17
## 1 0 0 0 0 0 0 0 0 0 0 0
## RANBP1 RANBP2 RANBP3L RANBP3 RANBP6 RANBP9 RANGAP1 RANGRF RAN RAP1A RAP1B
## 1 0 0 0 0 0 0 0 0 0 0 0
## RAP1GAP2 RAP1GAP RAP1GDS1 RAP2A RAP2B RAP2C RAPGEF1 RAPGEF2 RAPGEF3 RAPGEF4
## 1 0 0 0 0 0 0 0 0 0 0
## RAPGEF5 RAPGEF6 RAPGEFL1 RAPH1 RAPSN RARA RARB RARG RARRES1 RARRES2 RARRES3
## 1 0 0 0 0 0 0 0 0 0 0 0
## RARS2 RARS RASA1 RASA2 RASA3 RASA4P RASA4 RASAL1 RASAL2 RASAL3 RASD1 RASD2
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## RASEF RASGEF1A RASGEF1B RASGEF1C RASGRF1 RASGRF2 RASGRP1 RASGRP2 RASGRP3
## 1 0 0 0 0 0 0 0 0 0
## RASGRP4 RASIP1 RASL10A RASL10B RASL11A RASL11B RASL12 RASSF10 RASSF1 RASSF2
## 1 0 0 0 0 0 0 0 0 0 0
## RASSF3 RASSF4 RASSF5 RASSF6 RASSF7 RASSF8 RASSF9 RAVER1 RAVER2 RAX2 RAX
## 1 0 0 0 0 0 0 0 0 0 0 0
## RB1CC1 RB1 RBAK RBBP4 RBBP5 RBBP6 RBBP7 RBBP8 RBBP9 RBCK1 RBKS RBL1 RBL2
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## RBM10 RBM11 RBM12B RBM12 RBM14 RBM15B RBM15 RBM16 RBM17 RBM18 RBM19 RBM20
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## RBM22 RBM23 RBM24 RBM25 RBM26 RBM27 RBM28 RBM33 RBM34 RBM38 RBM39 RBM3 RBM41
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## RBM42 RBM43 RBM44 RBM45 RBM46 RBM47 RBM4B RBM4 RBM5 RBM6 RBM7 RBM8A RBM9
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## RBMS1 RBMS2 RBMS3 RBMX2 RBMXL1 RBMXL2 RBMXL3 RBMX RBMY1A1 RBP1 RBP2 RBP3 RBP4
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## RBP5 RBP7 RBPJL RBPJ RBPMS2 RBPMS RBX1 RC3H1 RC3H2 RCAN1 RCAN2 RCAN3 RCBTB1
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## RCBTB2 RCC1 RCC2 RCCD1 RCE1 RCHY1 RCL1 RCN1 RCN2 RCN3 RCOR1 RCOR2 RCOR3 RCSD1
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## RCVRN RD3 RDBP RDH10 RDH11 RDH12 RDH13 RDH14 RDH16 RDH5 RDH8 RDM1 RDX REC8
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## RECK RECQL4 RECQL5 RECQL REEP1 REEP2 REEP3 REEP4 REEP5 REEP6 REG1A REG1B
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## REG1P REG3A REG3G REG4 RELA RELB RELL1 RELL2 RELN RELT REL REM1 REM2 RENBP
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## REN REP15 REPIN1 REPS1 REPS2 RER1 RERE RERGL RERG RESP18 REST RETNLB RETN
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## RETSAT RET REV1 REV3L REXO1L1 REXO1 REXO2 REXO4 RFC1 RFC2 RFC3 RFC4 RFC5
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## RFESD RFFL RFK RFNG RFPL1S RFPL1 RFPL2 RFPL3S RFPL3 RFPL4A RFPL4B RFT1 RFTN1
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## RFTN2 RFWD2 RFWD3 RFX1 RFX2 RFX3 RFX4 RFX5 RFX6 RFX7 RFX8 RFXANK RFXAP
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## RG9MTD1 RG9MTD2 RG9MTD3 RGAG1 RGAG4 RGL1 RGL2 RGL3 RGL4 RGMA RGMB RGNEF RGN
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## RGP1 RGPD1 RGPD3 RGPD4 RGPD5 RGPD6 RGPD8 RGR RGS10 RGS11 RGS12 RGS13 RGS14
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## RGS16 RGS17 RGS18 RGS19 RGS1 RGS20 RGS21 RGS22 RGS2 RGS3 RGS4 RGS5 RGS6
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## RGS7BP RGS7 RGS8 RGS9BP RGS9 RGSL1 RHAG RHBDD1 RHBDD2 RHBDD3 RHBDF1 RHBDF2
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## RHBDL1 RHBDL2 RHBDL3 RHBG RHCE RHCG RHD RHEBL1 RHEB RHOA RHOBTB1 RHOBTB2
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## RHOBTB3 RHOB RHOC RHOD RHOF RHOG RHOH RHOJ RHOQ RHOT1 RHOT2 RHOU RHOV RHOXF1
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## RHOXF2B RHO RHPN1 RHPN2 RIBC1 RIBC2 RIC3 RIC8A RIC8B RICH2 RICTOR RIF1 RILPL1
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## RILPL2 RILP RIMBP2 RIMBP3C RIMBP3 RIMKLA RIMKLB RIMS1 RIMS2 RIMS3 RIMS4 RIN1
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## RIN2 RIN3 RING1 RINL RINT1 RIOK1 RIOK2 RIOK3 RIPK1 RIPK2 RIPK3 RIPK4 RIPPLY1
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## RIPPLY2 RIT1 RIT2 RLBP1 RLF RLIM RLN1 RLN2 RLN3 RLTPR RMI1 RMND1 RMND5A
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## RMND5B RMRP RMST RNASE10 RNASE11 RNASE12 RNASE13 RNASE1 RNASE2 RNASE3 RNASE4
## 1 0 0 0 0 0 0 0 0 0 0 0
## RNASE6 RNASE7 RNASE8 RNASE9 RNASEH1 RNASEH2A RNASEH2B RNASEH2C RNASEK RNASEL
## 1 0 0 0 0 0 0 0 0 0 0
## RNASEN RNASET2 RND1 RND2 RND3 RNF103 RNF10 RNF111 RNF112 RNF113A RNF113B
## 1 0 0 0 0 0 0 0 0 0 0 0
## RNF114 RNF115 RNF11 RNF121 RNF122 RNF123 RNF125 RNF126P1 RNF126 RNF128 RNF130
## 1 0 0 0 0 0 0 0 0 0 0 0
## RNF133 RNF135 RNF138P1 RNF138 RNF139 RNF13 RNF141 RNF144A RNF144B RNF145
## 1 0 0 0 0 0 0 0 0 0 0
## RNF146 RNF148 RNF149 RNF14 RNF150 RNF151 RNF152 RNF157 RNF160 RNF165 RNF166
## 1 0 0 0 0 0 0 0 0 0 0 0
## RNF167 RNF168 RNF169 RNF170 RNF175 RNF17 RNF180 RNF181 RNF182 RNF183 RNF185
## 1 0 0 0 0 0 0 0 0 0 0 0
## RNF186 RNF187 RNF19A RNF19B RNF207 RNF208 RNF20 RNF212 RNF213 RNF214 RNF215
## 1 0 0 0 0 0 0 0 0 0 0 0
## RNF216L RNF216 RNF217 RNF219 RNF220 RNF222 RNF24 RNF25 RNF26 RNF2 RNF31 RNF32
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## RNF34 RNF38 RNF39 RNF40 RNF41 RNF43 RNF44 RNF4 RNF5P1 RNF5 RNF6 RNF7 RNF8
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## RNFT1 RNFT2 RNGTT RNH1 RNLS RNMTL1 RNMT RNPC3 RNPEPL1 RNPEP RNPS1 RNU11
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## RNU4ATAC RNU6ATAC ROBLD3 ROBO1 ROBO2 ROBO3 ROBO4 ROCK1 ROCK2 ROD1 ROGDI ROM1
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## ROMO1 ROPN1B ROPN1L ROPN1 ROR1 ROR2 RORA RORB RORC ROS1 RP1-177G6.2 RP1L1 RP1
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## RP2 RP9P RP9 RPA1 RPA2 RPA3 RPA4 RPAIN RPAP1 RPAP2 RPAP3 RPE65 RPE RPF1 RPF2
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## RPGRIP1L RPGRIP1 RPGR RPH3AL RPH3A RPIA RPL10A RPL10L RPL10 RPL11 RPL12
## 1 0 0 0 0 0 0 0 0 0 0 0
## RPL13AP17 RPL13AP20 RPL13AP3 RPL13AP6 RPL13A RPL13P5 RPL13 RPL14 RPL15 RPL17
## 1 0 0 0 0 0 0 0 0 0 0
## RPL18A RPL18 RPL19P12 RPL19 RPL21P44 RPL21 RPL22L1 RPL22 RPL23AP32 RPL23AP53
## 1 0 0 0 0 0 0 0 0 0 0
## RPL23AP64 RPL23AP7 RPL23AP82 RPL23A RPL23P8 RPL23 RPL24 RPL26L1 RPL26 RPL27A
## 1 0 0 0 0 0 0 0 0 0 0
## RPL27 RPL28 RPL29P2 RPL29 RPL30 RPL31P11 RPL31 RPL32P3 RPL32 RPL34 RPL35A
## 1 0 0 0 0 0 0 0 0 0 0 0
## RPL35 RPL36AL RPL36A RPL36 RPL37A RPL37 RPL38 RPL39L RPL39 RPL3L RPL3 RPL41
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## RPL4 RPL5 RPL6 RPL7A RPL7L1 RPL7 RPL8 RPL9 RPLP0P2 RPLP0 RPLP1 RPLP2 RPN1
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## RPN2 RPP14 RPP21 RPP25 RPP30 RPP38 RPP40 RPPH1 RPRD1A RPRD1B RPRD2 RPRML RPRM
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## RPS10P7 RPS10 RPS11 RPS12 RPS13 RPS14 RPS15AP10 RPS15A RPS15 RPS16 RPS17
## 1 0 0 0 0 0 0 0 0 0 0 0
## RPS18 RPS19BP1 RPS19 RPS20 RPS21 RPS23 RPS24 RPS25 RPS26P11 RPS26 RPS27A
## 1 0 0 0 0 0 0 0 0 0 0 0
## RPS27L RPS27 RPS28 RPS29 RPS2P32 RPS2 RPS3A RPS3 RPS4X RPS4Y1 RPS5 RPS6KA1
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## RPS6KA2 RPS6KA3 RPS6KA4 RPS6KA5 RPS6KA6 RPS6KB1 RPS6KB2 RPS6KC1 RPS6KL1 RPS6
## 1 0 0 0 0 0 0 0 0 0 0
## RPS7 RPS8 RPS9 RPSAP52 RPSAP58 RPSAP9 RPSA RPTN RPTOR RPUSD1 RPUSD2 RPUSD3
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## RPUSD4 RQCD1 RRAD RRAGA RRAGB RRAGC RRAGD RRAS2 RRAS RRBP1 RREB1 RRH RRM1
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## RRM2B RRM2 RRN3P1 RRN3P2 RRN3P3 RRN3 RRP12 RRP15 RRP1B RRP1 RRP7A RRP7B RRP8
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## RRP9 RRS1 RS1 RSAD1 RSAD2 RSBN1L RSBN1 RSC1A1 RSF1 RSL1D1 RSL24D1 RSPH10B2
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## RSPH1 RSPH3 RSPH4A RSPH6A RSPH9 RSPO1 RSPO2 RSPO3 RSPO4 RSPRY1 RSRC1 RSRC2
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## RSU1 RTBDN RTCD1 RTDR1 RTEL1 RTF1 RTKN2 RTKN RTL1 RTN1 RTN2 RTN3 RTN4IP1
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## RTN4RL1 RTN4RL2 RTN4R RTN4 RTP1 RTP2 RTP3 RTP4 RTTN RUFY1 RUFY2 RUFY3 RUFY4
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## RUNDC1 RUNDC2A RUNDC2C RUNDC3A RUNDC3B RUNX1T1 RUNX1 RUNX2 RUNX3 RUSC1 RUSC2
## 1 0 0 0 0 0 0 0 0 0 0 0
## RUVBL1 RUVBL2 RWDD1 RWDD2A RWDD2B RWDD3 RWDD4A RXFP1 RXFP2 RXFP3 RXFP4 RXRA
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## RXRB RXRG RYBP RYK RYR1 RYR2 RYR3 S100A10 S100A11 S100A12 S100A13 S100A14
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## S100A16 S100A1 S100A2 S100A3 S100A4 S100A5 S100A6 S100A7A S100A7 S100A8
## 1 0 0 0 0 0 0 0 0 0 0
## S100A9 S100B S100G S100PBP S100P S100Z S1PR1 S1PR2 S1PR3 S1PR4 S1PR5 SAA1
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## SAA2 SAA3P SAA4 SAAL1 SAC3D1 SACM1L SACS SAE1 SAFB2 SAFB SAGE1 SAG SALL1
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## SALL2 SALL3 SALL4 SAMD10 SAMD11 SAMD12 SAMD13 SAMD14 SAMD1 SAMD3 SAMD4A
## 1 0 0 0 0 0 0 0 0 0 0 0
## SAMD4B SAMD5 SAMD7 SAMD8 SAMD9L SAMD9 SAMHD1 SAMM50 SAMSN1 SAP130 SAP18
## 1 0 0 0 0 0 0 0 0 0 0 0
## SAP30BP SAP30L SAP30 SAPS1 SAPS2 SAPS3 SAR1A SAR1B SARDH SARM1 SARNP SARS2
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## SARS SART1 SART3 SASH1 SASH3 SASS6 SAT1 SAT2 SATB1 SATB2 SATL1 SAV1 SBDSP1
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## SBDS SBF1P1 SBF1 SBF2 SBK1 SBK2 SBNO1 SBNO2 SBSN SC4MOL SC5DL SC65 SCAF1 SCAI
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## SCAMP1 SCAMP2 SCAMP3 SCAMP4 SCAMP5 SCAND1 SCAND2 SCAND3 SCAPER SCAP SCARA3
## 1 0 0 0 0 0 0 0 0 0 0 0
## SCARA5 SCARB1 SCARB2 SCARF1 SCARF2 SCARNA10 SCARNA11 SCARNA12 SCARNA14
## 1 0 0 0 0 0 0 0 0 0
## SCARNA15 SCARNA16 SCARNA17 SCARNA18 SCARNA1 SCARNA20 SCARNA21 SCARNA22
## 1 0 0 0 0 0 0 0 0
## SCARNA23 SCARNA27 SCARNA2 SCARNA3 SCARNA4 SCARNA5 SCARNA6 SCARNA7 SCARNA8
## 1 0 0 0 0 0 0 0 0 0
## SCARNA9L SCARNA9 SCCPDH SCD5 SCD SCEL SCFD1 SCFD2 SCG2 SCG3 SCG5 SCGB1A1
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## SCGB1C1 SCGB1D1 SCGB1D2 SCGB1D4 SCGB2A1 SCGB2A2 SCGB3A1 SCGB3A2 SCGBL SCGN
## 1 0 0 0 0 0 0 0 0 0 0
## SCHIP1 SCIN SCLT1 SCLY SCMH1 SCML1 SCML2 SCML4 SCN10A SCN11A SCN1A SCN1B
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## SCN2A SCN2B SCN3A SCN3B SCN4A SCN4B SCN5A SCN7A SCN8A SCN9A SCNM1 SCNN1A
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## SCNN1B SCNN1D SCNN1G SCO1 SCO2 SCOC SCP2 SCPEP1 SCRG1 SCRIB SCRN1 SCRN2 SCRN3
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## SCRT1 SCRT2 SCTR SCT SCUBE1 SCUBE2 SCUBE3 SCXB SCYL1 SCYL2 SCYL3 SDAD1 SDC1
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## SDC2 SDC3 SDC4P SDC4 SDCBP2 SDCBP SDCCAG1 SDCCAG3 SDCCAG8 SDF2L1 SDF2 SDF4
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## SDHAF1 SDHAF2 SDHAP1 SDHAP2 SDHAP3 SDHA SDHB SDHC SDHD SDK1 SDK2 SDPR SDR16C5
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## SDR39U1 SDR42E1 SDR9C7 SDSL SDS SEBOX SEC11A SEC11C SEC13 SEC14L1 SEC14L2
## 1 0 0 0 0 0 0 0 0 0 0 0
## SEC14L3 SEC14L4 SEC14L5 SEC16A SEC16B SEC1 SEC22A SEC22B SEC22C SEC23A SEC23B
## 1 0 0 0 0 0 0 0 0 0 0 0
## SEC23IP SEC24A SEC24B SEC24C SEC24D SEC31A SEC31B SEC61A1 SEC61A2 SEC61B
## 1 0 0 0 0 0 0 0 0 0 0
## SEC61G SEC62 SEC63 SECISBP2L SECISBP2 SECTM1 SEH1L SEL1L2 SEL1L3 SEL1L
## 1 0 0 0 0 0 0 0 0 0 0
## SELENBP1 SELE SELK SELL SELM SELO SELPLG SELP SELS SELT SELV SEMA3A SEMA3B
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## SEMA3C SEMA3D SEMA3E SEMA3F SEMA3G SEMA4A SEMA4B SEMA4C SEMA4D SEMA4F SEMA4G
## 1 0 0 0 0 0 0 0 0 0 0 0
## SEMA5A SEMA5B SEMA6A SEMA6B SEMA6C SEMA6D SEMA7A SEMG1 SEMG2 SENP1 SENP2
## 1 0 0 0 0 0 0 0 0 0 0 0
## SENP3 SENP5 SENP6 SENP7 SENP8 SEP15 SEPHS1 SEPHS2 SEPN1 SEPP1 SEPSECS SEPT10
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## SEPT11 SEPT12 SEPT14 SEPT1 SEPT2 SEPT3 SEPT4 SEPT5 SEPT6 SEPT7L SEPT7P2 SEPT7
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## SEPT8 SEPT9 SEPW1 SEPX1 SERAC1 SERBP1 SERF1A SERF2 SERGEF SERHL2 SERHL
## 1 0 0 0 0 0 0 0 0 0 0 0
## SERINC1 SERINC2 SERINC3 SERINC4 SERINC5 SERP1 SERP2 SERPINA10 SERPINA11
## 1 0 0 0 0 0 0 0 0 0
## SERPINA12 SERPINA13 SERPINA1 SERPINA3 SERPINA4 SERPINA5 SERPINA6 SERPINA7
## 1 0 0 0 0 0 0 0 0
## SERPINA9 SERPINB10 SERPINB11 SERPINB12 SERPINB13 SERPINB1 SERPINB2 SERPINB3
## 1 0 0 0 0 0 0 0 0
## SERPINB4 SERPINB5 SERPINB6 SERPINB7 SERPINB8 SERPINB9 SERPINC1 SERPIND1
## 1 0 0 0 0 0 0 0 0
## SERPINE1 SERPINE2 SERPINE3 SERPINF1 SERPINF2 SERPING1 SERPINH1 SERPINI1
## 1 0 0 0 0 0 0 0 0
## SERPINI2 SERTAD1 SERTAD2 SERTAD3 SERTAD4 SESN1 SESN2 SESN3 SESTD1 SETBP1
## 1 0 0 0 0 0 0 0 0 0 0
## SETD1A SETD1B SETD2 SETD3 SETD4 SETD5 SETD6 SETD7 SETD8 SETDB1 SETDB2 SETMAR
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## SETX SET SEZ6L2 SEZ6L SEZ6 SF1 SF3A1 SF3A2 SF3A3 SF3B14 SF3B1 SF3B2 SF3B3
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## SF3B4 SF3B5 SF4 SFI1 SFMBT1 SFMBT2 SFN SFPQ SFRP1 SFRP2 SFRP4 SFRP5 SFRS11
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## SFRS12IP1 SFRS12 SFRS13A SFRS13B SFRS14 SFRS15 SFRS16 SFRS17A SFRS18 SFRS1
## 1 0 0 0 0 0 0 0 0 0 0
## SFRS2B SFRS2IP SFRS2 SFRS3 SFRS4 SFRS5 SFRS6 SFRS7 SFRS8 SFRS9 SFT2D1 SFT2D2
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## SFT2D3 SFTA1P SFTA2 SFTA3 SFTPA1 SFTPA2 SFTPB SFTPC SFTPD SFXN1 SFXN2 SFXN3
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## SFXN4 SFXN5 SGCA SGCB SGCD SGCE SGCG SGCZ SGEF SGIP1 SGK196 SGK1 SGK223
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## SGK269 SGK2 SGK3 SGK494 SGMS1 SGMS2 SGOL1 SGOL2 SGPL1 SGPP1 SGPP2 SGSH SGSM1
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## SGSM2 SGSM3 SGTA SGTB SH2B1 SH2B2 SH2B3 SH2D1A SH2D1B SH2D2A SH2D3A SH2D3C
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## SH2D4A SH2D4B SH2D5 SH2D6 SH2D7 SH3BGRL2 SH3BGRL3 SH3BGRL SH3BGR SH3BP1
## 1 0 0 0 0 0 0 0 0 0 0
## SH3BP2 SH3BP4 SH3BP5L SH3BP5 SH3D19 SH3D20 SH3GL1 SH3GL2 SH3GL3 SH3GLB1
## 1 0 0 0 0 0 0 0 0 0 0
## SH3GLB2 SH3KBP1 SH3PXD2A SH3PXD2B SH3RF1 SH3RF2 SH3RF3 SH3TC1 SH3TC2 SH3YL1
## 1 0 0 0 0 0 0 0 0 0 0
## SHANK1 SHANK2 SHANK3 SHARPIN SHBG SHB SHC1 SHC2 SHC3 SHC4 SHCBP1 SHD SHE
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## SHFM1 SHF SHH SHISA2 SHISA3 SHISA4 SHISA5 SHISA6 SHISA7 SHISA9 SHKBP1 SHMT1
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## SHMT2 SHOC2 SHOX2 SHOX SHPK SHPRH SHQ1 SHROOM1 SHROOM2 SHROOM3 SHROOM4 SIAE
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## SIAH1 SIAH2 SIAH3 SIDT1 SIDT2 SIGIRR SIGLEC10 SIGLEC11 SIGLEC12 SIGLEC14
## 1 0 0 0 0 0 0 0 0 0 0
## SIGLEC15 SIGLEC16 SIGLEC1 SIGLEC5 SIGLEC6 SIGLEC7 SIGLEC8 SIGLEC9 SIGLECP3
## 1 0 0 0 0 0 0 0 0 0
## SIGMAR1 SIK1 SIK2 SIK3 SIKE1 SIL1 SILV SIM1 SIM2 SIN3A SIN3B SIP1 SIPA1L1
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## SIPA1L2 SIPA1L3 SIPA1 SIRPA SIRPB1 SIRPB2 SIRPD SIRPG SIRT1 SIRT2 SIRT3 SIRT4
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## SIRT5 SIRT6 SIRT7 SIT1 SIVA1 SIX1 SIX2 SIX3 SIX4 SIX5 SIX6 SI SKA1 SKA2 SKA3
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## SKAP1 SKAP2 SKIL SKINTL SKIV2L2 SKIV2L SKI SKP1 SKP2 SLA2 SLAIN1 SLAIN2
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## SLAMF1 SLAMF6 SLAMF7 SLAMF8 SLAMF9 SLA SLBP SLC10A1 SLC10A2 SLC10A3 SLC10A4
## 1 0 0 0 0 0 0 0 0 0 0 0
## SLC10A5 SLC10A6 SLC10A7 SLC11A1 SLC11A2 SLC12A1 SLC12A2 SLC12A3 SLC12A4
## 1 0 0 0 0 0 0 0 0 0
## SLC12A5 SLC12A6 SLC12A7 SLC12A8 SLC12A9 SLC13A1 SLC13A2 SLC13A3 SLC13A4
## 1 0 0 0 0 0 0 0 0 0
## SLC13A5 SLC14A1 SLC14A2 SLC15A1 SLC15A2 SLC15A3 SLC15A4 SLC16A10 SLC16A11
## 1 0 0 0 0 0 0 0 0 0
## SLC16A12 SLC16A13 SLC16A14 SLC16A1 SLC16A2 SLC16A3 SLC16A4 SLC16A5 SLC16A6
## 1 0 0 0 0 0 0 0 0 0
## SLC16A7 SLC16A8 SLC16A9 SLC17A1 SLC17A2 SLC17A3 SLC17A4 SLC17A5 SLC17A6
## 1 0 0 0 0 0 0 0 0 0
## SLC17A7 SLC17A8 SLC17A9 SLC18A1 SLC18A2 SLC18A3 SLC19A1 SLC19A2 SLC19A3
## 1 0 0 0 0 0 0 0 0 0
## SLC1A1 SLC1A2 SLC1A3 SLC1A4 SLC1A5 SLC1A6 SLC1A7 SLC20A1 SLC20A2 SLC22A10
## 1 0 0 0 0 0 0 0 0 0 0
## SLC22A11 SLC22A12 SLC22A13 SLC22A14 SLC22A15 SLC22A16 SLC22A17 SLC22A18AS
## 1 0 0 0 0 0 0 0 0
## SLC22A18 SLC22A1 SLC22A20 SLC22A23 SLC22A24 SLC22A25 SLC22A2 SLC22A3 SLC22A4
## 1 0 0 0 0 0 0 0 0 0
## SLC22A5 SLC22A6 SLC22A7 SLC22A8 SLC22A9 SLC23A1 SLC23A2 SLC23A3 SLC24A1
## 1 0 0 0 0 0 0 0 0 0
## SLC24A2 SLC24A3 SLC24A4 SLC24A5 SLC24A6 SLC25A10 SLC25A11 SLC25A12 SLC25A13
## 1 0 0 0 0 0 0 0 0 0
## SLC25A14 SLC25A15 SLC25A16 SLC25A17 SLC25A18 SLC25A19 SLC25A1 SLC25A20
## 1 0 0 0 0 0 0 0 0
## SLC25A21 SLC25A22 SLC25A23 SLC25A24 SLC25A25 SLC25A26 SLC25A27 SLC25A28
## 1 0 0 0 0 0 0 0 0
## SLC25A29 SLC25A2 SLC25A30 SLC25A31 SLC25A32 SLC25A33 SLC25A34 SLC25A35
## 1 0 0 0 0 0 0 0 0
## SLC25A36 SLC25A37 SLC25A38 SLC25A39 SLC25A3 SLC25A40 SLC25A41 SLC25A42
## 1 0 0 0 0 0 0 0 0
## SLC25A43 SLC25A44 SLC25A45 SLC25A46 SLC25A4 SLC25A5 SLC25A6 SLC26A10 SLC26A11
## 1 0 0 0 0 0 0 0 0 0
## SLC26A1 SLC26A2 SLC26A3 SLC26A4 SLC26A5 SLC26A6 SLC26A7 SLC26A8 SLC26A9
## 1 0 0 0 0 0 0 0 0 0
## SLC27A1 SLC27A2 SLC27A3 SLC27A4 SLC27A5 SLC27A6 SLC28A1 SLC28A2 SLC28A3
## 1 0 0 0 0 0 0 0 0 0
## SLC29A1 SLC29A2 SLC29A3 SLC29A4 SLC2A10 SLC2A11 SLC2A12 SLC2A13 SLC2A14
## 1 0 0 0 0 0 0 0 0 0
## SLC2A1 SLC2A2 SLC2A3 SLC2A4RG SLC2A4 SLC2A5 SLC2A6 SLC2A7 SLC2A8 SLC2A9
## 1 0 0 0 0 0 0 0 0 0 0
## SLC30A10 SLC30A1 SLC30A2 SLC30A3 SLC30A4 SLC30A5 SLC30A6 SLC30A7 SLC30A8
## 1 0 0 0 0 0 0 0 0 0
## SLC30A9 SLC31A1 SLC31A2 SLC32A1 SLC33A1 SLC34A1 SLC34A2 SLC34A3 SLC35A1
## 1 0 0 0 0 0 0 0 0 0
## SLC35A2 SLC35A3 SLC35A4 SLC35A5 SLC35B1 SLC35B2 SLC35B3 SLC35B4 SLC35C1
## 1 0 0 0 0 0 0 0 0 0
## SLC35C2 SLC35D1 SLC35D2 SLC35D3 SLC35E1 SLC35E2 SLC35E3 SLC35E4 SLC35F1
## 1 0 0 0 0 0 0 0 0 0
## SLC35F2 SLC35F3 SLC35F4 SLC35F5 SLC36A1 SLC36A2 SLC36A3 SLC36A4 SLC37A1
## 1 0 0 0 0 0 0 0 0 0
## SLC37A2 SLC37A3 SLC37A4 SLC38A10 SLC38A11 SLC38A1 SLC38A2 SLC38A3 SLC38A4
## 1 0 0 0 0 0 0 0 0 0
## SLC38A5 SLC38A6 SLC38A7 SLC38A8 SLC38A9 SLC39A10 SLC39A11 SLC39A12 SLC39A13
## 1 0 0 0 0 0 0 0 0 0
## SLC39A14 SLC39A1 SLC39A2 SLC39A3 SLC39A4 SLC39A5 SLC39A6 SLC39A7 SLC39A8
## 1 0 0 0 0 0 0 0 0 0
## SLC39A9 SLC3A1 SLC3A2 SLC40A1 SLC41A1 SLC41A2 SLC41A3 SLC43A1 SLC43A2 SLC43A3
## 1 0 0 0 0 0 0 0 0 0 0
## SLC44A1 SLC44A2 SLC44A3 SLC44A4 SLC44A5 SLC45A1 SLC45A2 SLC45A3 SLC45A4
## 1 0 0 0 0 0 0 0 0 0
## SLC46A1 SLC46A2 SLC46A3 SLC47A1 SLC47A2 SLC48A1 SLC4A10 SLC4A11 SLC4A1AP
## 1 0 0 0 0 0 0 0 0 0
## SLC4A1 SLC4A2 SLC4A3 SLC4A4 SLC4A5 SLC4A7 SLC4A8 SLC4A9 SLC5A10 SLC5A11
## 1 0 0 0 0 0 0 0 0 0 0
## SLC5A12 SLC5A1 SLC5A2 SLC5A3 SLC5A4 SLC5A5 SLC5A6 SLC5A7 SLC5A8 SLC5A9
## 1 0 0 0 0 0 0 0 0 0 0
## SLC6A10P SLC6A11 SLC6A12 SLC6A13 SLC6A14 SLC6A15 SLC6A16 SLC6A17 SLC6A18
## 1 0 0 0 0 0 0 0 0 0
## SLC6A19 SLC6A1 SLC6A20 SLC6A2 SLC6A3 SLC6A4 SLC6A5 SLC6A6 SLC6A7 SLC6A8
## 1 0 0 0 0 0 0 0 0 0 0
## SLC6A9 SLC7A10 SLC7A11 SLC7A13 SLC7A14 SLC7A1 SLC7A2 SLC7A3 SLC7A4 SLC7A5P1
## 1 0 0 0 0 0 0 0 0 0 0
## SLC7A5P2 SLC7A5 SLC7A6OS SLC7A6 SLC7A7 SLC7A8 SLC7A9 SLC8A1 SLC8A2 SLC8A3
## 1 0 0 0 0 0 0 0 0 0 0
## SLC9A10 SLC9A11 SLC9A1 SLC9A2 SLC9A3R1 SLC9A3R2 SLC9A3 SLC9A4 SLC9A5 SLC9A6
## 1 0 0 0 0 0 0 0 0 0 0
## SLC9A7 SLC9A8 SLC9A9 SLCO1A2 SLCO1B1 SLCO1B3 SLCO1C1 SLCO2A1 SLCO2B1 SLCO3A1
## 1 0 0 0 0 0 0 0 0 0 0
## SLCO4A1 SLCO4C1 SLCO5A1 SLCO6A1 SLED1 SLFN11 SLFN12L SLFN12 SLFN13 SLFN14
## 1 0 0 0 0 0 0 0 0 0 0
## SLFN5 SLFNL1 SLIT1 SLIT2 SLIT3 SLITRK1 SLITRK2 SLITRK3 SLITRK4 SLITRK5
## 1 0 0 0 0 0 0 0 0 0 0
## SLITRK6 SLK SLMAP SLMO1 SLMO2 SLN SLPI SLTM SLU7 SLURP1 SMAD1 SMAD2 SMAD3
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## SMAD4 SMAD5OS SMAD5 SMAD6 SMAD7 SMAD9 SMAGP SMAP1 SMAP2 SMARCA1 SMARCA2
## 1 0 0 0 0 0 0 0 0 0 0 0
## SMARCA4 SMARCA5 SMARCAD1 SMARCAL1 SMARCB1 SMARCC1 SMARCC2 SMARCD1 SMARCD2
## 1 0 0 0 0 0 0 0 0 0
## SMARCD3 SMARCE1 SMC1A SMC1B SMC2 SMC3 SMC4 SMC5 SMC6 SMCHD1 SMCP SMCR5 SMCR7L
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## SMCR7 SMCR8 SMEK1 SMEK2 SMEK3P SMG1 SMG5 SMG6 SMG7 SMN1 SMN2 SMNDC1 SMOC1
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## SMOC2 SMOX SMO SMPD1 SMPD2 SMPD3 SMPD4 SMPDL3A SMPDL3B SMPX SMR3A SMR3B SMS
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## SMTNL1 SMTNL2 SMTN SMU1 SMUG1 SMURF1 SMURF2 SMYD1 SMYD2 SMYD3 SMYD4 SMYD5
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## SNAI1 SNAI2 SNAI3 SNAP23 SNAP25 SNAP29 SNAP47 SNAP91 SNAPC1 SNAPC2 SNAPC3
## 1 0 0 0 0 0 0 0 0 0 0 0
## SNAPC4 SNAPC5 SNAPIN SNAR-B2 SNAR-C4 SNAR-G1 SNCAIP SNCA SNCB SNCG SND1 SNED1
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## SNF8 SNHG10 SNHG11 SNHG12 SNHG1 SNHG3-RCC1 SNHG3 SNHG4 SNHG5 SNHG6 SNHG7
## 1 0 0 0 0 0 0 0 0 0 0 0
## SNHG8 SNHG9 SNIP1 SNN SNORA10 SNORA11B SNORA11D SNORA11E SNORA11 SNORA12
## 1 0 0 0 0 0 0 0 0 0 0
## SNORA13 SNORA14A SNORA14B SNORA15 SNORA16A SNORA16B SNORA18 SNORA19 SNORA1
## 1 0 0 0 0 0 0 0 0 0
## SNORA20 SNORA21 SNORA22 SNORA23 SNORA24 SNORA25 SNORA26 SNORA27 SNORA28
## 1 0 0 0 0 0 0 0 0 0
## SNORA29 SNORA2A SNORA2B SNORA31 SNORA32 SNORA34 SNORA36A SNORA36B SNORA37
## 1 0 0 0 0 0 0 0 0 0
## SNORA38B SNORA38 SNORA39 SNORA3 SNORA40 SNORA41 SNORA42 SNORA44 SNORA45
## 1 0 0 0 0 0 0 0 0 0
## SNORA46 SNORA47 SNORA48 SNORA49 SNORA4 SNORA50 SNORA51 SNORA52 SNORA53
## 1 0 0 0 0 0 0 0 0 0
## SNORA54 SNORA55 SNORA56 SNORA57 SNORA58 SNORA59B SNORA5A SNORA5B SNORA5C
## 1 0 0 0 0 0 0 0 0 0
## SNORA61 SNORA62 SNORA63 SNORA64 SNORA65 SNORA66 SNORA67 SNORA68 SNORA69
## 1 0 0 0 0 0 0 0 0 0
## SNORA6 SNORA70B SNORA70 SNORA71A SNORA71B SNORA71C SNORA71D SNORA72 SNORA74A
## 1 0 0 0 0 0 0 0 0 0
## SNORA74B SNORA75 SNORA76 SNORA77 SNORA78 SNORA79 SNORA7B SNORA80 SNORA81
## 1 0 0 0 0 0 0 0 0 0
## SNORA84 SNORA8 SNORA9 SNORD10 SNORD115-13 SNORD115-26 SNORD115-7 SNORD116-20
## 1 0 0 0 0 0 0 0 0
## SNORD116-28 SNORD116-4 SNORD15A SNORD15B SNORD17 SNORD1C SNORD22 SNORD89
## 1 0 0 0 0 0 0 0 0
## SNORD94 SNORD97 SNPH SNRK SNRNP200 SNRNP25 SNRNP27 SNRNP35 SNRNP40 SNRNP48
## 1 0 0 0 0 0 0 0 0 0 0
## SNRNP70 SNRPA1 SNRPA SNRPB2 SNRPB SNRPC SNRPD1 SNRPD2 SNRPD3 SNRPE SNRPF
## 1 0 0 0 0 0 0 0 0 0 0 0
## SNRPG SNRPN SNTA1 SNTB1 SNTB2 SNTG1 SNTG2 SNTN SNUPN SNURF SNW1 SNX10 SNX11
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## SNX12 SNX13 SNX14 SNX15 SNX16 SNX17 SNX18 SNX19 SNX1 SNX20 SNX21 SNX22 SNX24
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## SNX25 SNX27 SNX29 SNX2 SNX30 SNX31 SNX32 SNX33 SNX3 SNX4 SNX5 SNX6 SNX7 SNX8
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## SNX9 SOAT1 SOAT2 SOBP SOCS1 SOCS2 SOCS3 SOCS4 SOCS5 SOCS6 SOCS7 SOD1 SOD2
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## SOD3 SOHLH1 SOHLH2 SOLH SON SORBS1 SORBS2 SORBS3 SORCS1 SORCS2 SORCS3 SORD
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## SORL1 SORT1 SOS1 SOS2 SOSTDC1 SOST SOX10 SOX11 SOX12 SOX13 SOX14 SOX15 SOX17
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## SOX18 SOX1 SOX21 SOX2OT SOX2 SOX30 SOX3 SOX4 SOX5 SOX6 SOX7 SOX8 SOX9 SP100
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## SP110 SP140L SP140 SP1 SP2 SP3 SP4 SP5 SP6 SP7 SP8 SP9 SPA17 SPACA1 SPACA3
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## SPACA4 SPACA5 SPAG11A SPAG11B SPAG16 SPAG17 SPAG1 SPAG4 SPAG5 SPAG6 SPAG7
## 1 0 0 0 0 0 0 0 0 0 0 0
## SPAG8 SPAG9 SPAM1 SPANXA2 SPANXB2 SPANXC SPANXE SPANXN1 SPANXN2 SPANXN3
## 1 0 0 0 0 0 0 0 0 0 0
## SPANXN4 SPANXN5 SPARCL1 SPARC SPAST SPATA12 SPATA13 SPATA16 SPATA17 SPATA18
## 1 0 0 0 0 0 0 0 0 0 0
## SPATA19 SPATA1 SPATA20 SPATA21 SPATA22 SPATA24 SPATA2L SPATA2 SPATA3 SPATA4
## 1 0 0 0 0 0 0 0 0 0 0
## SPATA5L1 SPATA5 SPATA6 SPATA7 SPATA8 SPATA9 SPATC1 SPATS1 SPATS2L SPATS2
## 1 0 0 0 0 0 0 0 0 0 0
## SPC24 SPC25 SPCS1 SPCS2 SPCS3 SPDEF SPDYA SPDYC SPDYE1 SPDYE2 SPDYE3 SPDYE4
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## SPDYE5 SPDYE6 SPDYE7P SPDYE8P SPEF1 SPEF2 SPEG SPEM1 SPEN SPERT SPESP1 SPG11
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## SPG20 SPG21 SPG7 SPHAR SPHK1 SPHK2 SPHKAP SPI1 SPIB SPIC SPIN1 SPIN2A SPIN2B
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## SPIN3 SPIN4 SPINK13 SPINK14 SPINK1 SPINK2 SPINK4 SPINK5 SPINK6 SPINK7 SPINK8
## 1 0 0 0 0 0 0 0 0 0 0 0
## SPINK9 SPINLW1 SPINT1 SPINT2 SPINT3 SPIRE1 SPIRE2 SPNS1 SPNS2 SPNS3 SPN SPO11
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## SPOCD1 SPOCK1 SPOCK2 SPOCK3 SPON1 SPON2 SPOPL SPOP SPP1 SPP2 SPPL2A SPPL2B
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## SPPL3 SPRED1 SPRED2 SPRED3 SPRN SPRR1A SPRR1B SPRR2A SPRR2B SPRR2C SPRR2D
## 1 0 0 0 0 0 0 0 0 0 0 0
## SPRR2E SPRR2F SPRR2G SPRR3 SPRR4 SPRY1 SPRY2 SPRY3 SPRY4 SPRYD3 SPRYD4 SPRYD5
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## SPR SPSB1 SPSB2 SPSB3 SPSB4 SPTA1 SPTAN1 SPTBN1 SPTBN2 SPTBN4 SPTBN5 SPTB
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## SPTLC1 SPTLC2 SPTLC3 SPTY2D1 SPZ1 SQLE SQRDL SQSTM1 SR140 SRA1 SRBD1 SRCAP
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## SRCIN1 SRCRB4D SRC SRD5A1 SRD5A2 SRD5A3 SREBF1 SREBF2 SRFBP1 SRF SRGAP1
## 1 0 0 0 0 0 0 0 0 0 0 0
## SRGAP2 SRGAP3 SRGN SRI SRL SRMS SRM SRP14 SRP19 SRP54 SRP68 SRP72 SRP9 SRPK1
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## SRPK2 SRPK3 SRPRB SRPR SRPX2 SRPX SRRD SRRM1 SRRM2 SRRM3 SRRM4 SRRM5 SRRT SRR
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## SRXN1 SRY SS18L1 SS18L2 SS18 SSBP1 SSBP2 SSBP3 SSBP4 SSB SSC5D SSFA2 SSH1
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## SSH2 SSH3 SSNA1 SSPN SSPO SSR1 SSR2 SSR3 SSR4 SSRP1 SSSCA1 SSTR1 SSTR2 SSTR3
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## SSTR4 SSTR5 SST SSU72 SSX1 SSX2IP SSX2 SSX3 SSX4 SSX5 SSX6 SSX7 SSX8 ST13
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## ST14 ST18 ST20 ST3GAL1 ST3GAL2 ST3GAL3 ST3GAL4 ST3GAL5 ST3GAL6 ST5 ST6GAL1
## 1 0 0 0 0 0 0 0 0 0 0 0
## ST6GAL2 ST6GALNAC1 ST6GALNAC2 ST6GALNAC3 ST6GALNAC4 ST6GALNAC5 ST6GALNAC6
## 1 0 0 0 0 0 0 0
## ST7L ST7OT1 ST7OT2 ST7OT3 ST7OT4 ST7 ST8SIA1 ST8SIA2 ST8SIA3 ST8SIA4 ST8SIA5
## 1 0 0 0 0 0 0 0 0 0 0 0
## ST8SIA6 STAB1 STAB2 STAC2 STAC3 STAC STAG1 STAG2 STAG3L1 STAG3L2 STAG3L3
## 1 0 0 0 0 0 0 0 0 0 0 0
## STAG3L4 STAG3 STAM2 STAMBPL1 STAMBP STAM STAP1 STAP2 STARD10 STARD13 STARD3NL
## 1 0 0 0 0 0 0 0 0 0 0 0
## STARD3 STARD4 STARD5 STARD6 STARD7 STARD8 STAR STAT1 STAT2 STAT3 STAT4 STAT5A
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## STAT5B STAT6 STATH STAU1 STAU2 STBD1 STC1 STC2 STEAP1 STEAP2 STEAP3 STEAP4
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## STH STIL STIM1 STIM2 STIP1 STK10 STK11IP STK11 STK16 STK17A STK17B STK19
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## STK24 STK25 STK31 STK32A STK32B STK32C STK33 STK35 STK36 STK38L STK38 STK39
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## STK3 STK40 STK4 STL STMN1 STMN2 STMN3 STMN4 STOML1 STOML2 STOML3 STOM
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## STON1-GTF2A1L STON1 STON2 STOX1 STOX2 STRA13 STRA6 STRA8 STRADA STRADB STRAP
## 1 0 0 0 0 0 0 0 0 0 0 0
## STRBP STRC STRN3 STRN4 STRN STS STT3A STT3B STUB1 STX10 STX11 STX12 STX16
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## STX17 STX18 STX19 STX1A STX1B STX2 STX3 STX4 STX5 STX6 STX7 STX8 STXBP1
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## STXBP2 STXBP3 STXBP4 STXBP5L STXBP5 STXBP6 STYK1 STYXL1 STYX SUB1 SUCLA2
## 1 0 0 0 0 0 0 0 0 0 0 0
## SUCLG1 SUCLG2 SUCNR1 SUDS3 SUFU SUGT1L1 SUGT1P1 SUGT1 SULF1 SULF2 SULT1A1
## 1 0 0 0 0 0 0 0 0 0 0 0
## SULT1A2 SULT1A3 SULT1B1 SULT1C2 SULT1C3 SULT1C4 SULT1E1 SULT2A1 SULT2B1
## 1 0 0 0 0 0 0 0 0 0
## SULT4A1 SULT6B1 SUMF1 SUMF2 SUMO1P1 SUMO1P3 SUMO1 SUMO2 SUMO3 SUMO4 SUN1 SUN2
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## SUN3 SUOX SUPT16H SUPT3H SUPT4H1 SUPT5H SUPT6H SUPT7L SUPV3L1 SURF1 SURF2
## 1 0 0 0 0 0 0 0 0 0 0 0
## SURF4 SURF6 SUSD1 SUSD2 SUSD3 SUSD4 SUSD5 SUV39H1 SUV39H2 SUV420H1 SUV420H2
## 1 0 0 0 0 0 0 0 0 0 0 0
## SUZ12P SUZ12 SV2A SV2B SV2C SVEP1 SVIL SVIP SVOPL SVOP SWAP70 SYAP1 SYBU
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## SYCE1L SYCE1 SYCE2 SYCN SYCP1 SYCP2L SYCP2 SYCP3 SYDE1 SYDE2 SYF2 SYK SYMPK
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## SYN1 SYN2 SYN3 SYNCRIP SYNC SYNE1 SYNE2 SYNGAP1 SYNGR1 SYNGR2 SYNGR3 SYNGR4
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## SYNJ1 SYNJ2BP SYNJ2 SYNM SYNPO2L SYNPO2 SYNPO SYNPR SYNRG SYPL1 SYPL2 SYP
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## SYS1-DBNDD2 SYS1 SYT10 SYT11 SYT12 SYT13 SYT14L SYT14 SYT15 SYT16 SYT17 SYT1
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## SYT2 SYT3 SYT4 SYT5 SYT6 SYT7 SYT8 SYT9 SYTL1 SYTL2 SYTL3 SYTL4 SYTL5 SYVN1
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## TAAR1 TAAR2 TAAR5 TAAR6 TAAR8 TAAR9 TAB1 TAB2 TAB3 TAC1 TAC3 TAC4 TACC1 TACC2
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## TACC3 TACO1 TACR1 TACR2 TACR3 TACSTD2 TADA1 TADA2A TADA2B TADA3 TAF10 TAF11
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## TAF12 TAF13 TAF15 TAF1A TAF1B TAF1C TAF1D TAF1L TAF1 TAF2 TAF3 TAF4B TAF4
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## TAF5L TAF5 TAF6L TAF6 TAF7L TAF7 TAF8 TAF9B TAF9 TAGAP TAGLN2 TAGLN3 TAGLN
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## TAL1 TAL2 TALDO1 TANC1 TANC2 TANK TAOK1 TAOK2 TAOK3 TAP1 TAP2 TAPBPL TAPBP
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## TAPT1 TARBP1 TARBP2 TARDBP TARM1 TARP TARS2 TARSL2 TARS TAS1R1 TAS1R2 TAS1R3
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## TAS2R10 TAS2R13 TAS2R14 TAS2R16 TAS2R19 TAS2R1 TAS2R20 TAS2R30 TAS2R31
## 1 0 0 0 0 0 0 0 0 0
## TAS2R38 TAS2R39 TAS2R3 TAS2R40 TAS2R41 TAS2R42 TAS2R43 TAS2R46 TAS2R4 TAS2R50
## 1 0 0 0 0 0 0 0 0 0 0
## TAS2R5 TAS2R60 TAS2R7 TAS2R8 TAS2R9 TASP1 TATDN1 TATDN2 TATDN3 TAT TAX1BP1
## 1 0 0 0 0 0 0 0 0 0 0 0
## TAX1BP3 TAZ TBC1D10A TBC1D10B TBC1D10C TBC1D12 TBC1D13 TBC1D14 TBC1D15
## 1 0 0 0 0 0 0 0 0 0
## TBC1D16 TBC1D17 TBC1D19 TBC1D1 TBC1D20 TBC1D21 TBC1D22A TBC1D22B TBC1D23
## 1 0 0 0 0 0 0 0 0 0
## TBC1D24 TBC1D25 TBC1D26 TBC1D28 TBC1D29 TBC1D2B TBC1D2 TBC1D3B TBC1D3C
## 1 0 0 0 0 0 0 0 0 0
## TBC1D3G TBC1D3H TBC1D3P2 TBC1D3 TBC1D4 TBC1D5 TBC1D7 TBC1D8B TBC1D8 TBC1D9B
## 1 0 0 0 0 0 0 0 0 0 0
## TBC1D9 TBCA TBCB TBCCD1 TBCC TBCD TBCEL TBCE TBCK TBK1 TBKBP1 TBL1XR1 TBL1X
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## TBL1Y TBL2 TBL3 TBPL1 TBPL2 TBP TBR1 TBRG1 TBRG4 TBX10 TBX15 TBX18 TBX19 TBX1
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## TBX20 TBX21 TBX22 TBX2 TBX3 TBX4 TBX5 TBX6 TBXA2R TBXAS1 TC2N TCAM1P TCAP
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## TCEA1 TCEA2 TCEA3 TCEAL1 TCEAL2 TCEAL3 TCEAL4 TCEAL5 TCEAL6 TCEAL7 TCEAL8
## 1 0 0 0 0 0 0 0 0 0 0 0
## TCEANC TCEB1 TCEB2 TCEB3B TCEB3C TCEB3 TCERG1L TCERG1 TCF12 TCF15 TCF19 TCF20
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## TCF21 TCF23 TCF25 TCF3 TCF4 TCF7L1 TCF7L2 TCF7 TCFL5 TCHHL1 TCHH TCHP TCIRG1
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## TCL1A TCL1B TCL6 TCN1 TCN2 TCOF1 TCP10L2 TCP10L TCP10 TCP11L1 TCP11L2 TCP11
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## TCP1 TCTA TCTE1 TCTE3 TCTEX1D1 TCTEX1D2 TCTEX1D4 TCTN1 TCTN2 TCTN3 TDGF1
## 1 0 0 0 0 0 0 0 0 0 0 0
## TDGF3 TDG TDH TDO2 TDP1 TDP2 TDRD10 TDRD12 TDRD1 TDRD3 TDRD5 TDRD6 TDRD7
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## TDRD9 TDRG1 TDRKH TEAD1 TEAD2 TEAD3 TEAD4 TECPR1 TECPR2 TECRL TECR TECTA
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## TECTB TEC TEDDM1 TEF TEKT1 TEKT2 TEKT3 TEKT4 TEKT5 TEK TELO2 TENC1 TEP1 TEPP
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## TERC TERF1 TERF2IP TERF2 TERT TESC TESK1 TESK2 TES TET1 TET2 TET3 TEX101
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## TEX10 TEX11 TEX12 TEX13A TEX13B TEX14 TEX15 TEX19 TEX261 TEX264 TEX2 TEX9
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## TFAMP1 TFAM TFAP2A TFAP2B TFAP2C TFAP2D TFAP2E TFAP4 TFB1M TFB2M TFCP2L1
## 1 0 0 0 0 0 0 0 0 0 0 0
## TFCP2 TFDP1 TFDP2 TFDP3 TFE3 TFEB TFEC TFF1 TFF2 TFF3 TFG TFIP11 TFPI2 TFPI
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## TFPT TFR2 TFRC TF TGDS TGFA TGFB1I1 TGFB1 TGFB2 TGFB3 TGFBI TGFBR1 TGFBR2
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## TGFBR3 TGFBRAP1 TGIF1 TGIF2LX TGIF2LY TGIF2 TGM1 TGM2 TGM3 TGM4 TGM5 TGM6
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## TGM7 TGOLN2 TGS1 TG TH1L THADA THAP10 THAP11 THAP1 THAP2 THAP3 THAP4 THAP5
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## THAP6 THAP7 THAP8 THAP9 THBD THBS1 THBS2 THBS3 THBS4 THEG THEM4 THEM5 THEMIS
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## THG1L THNSL1 THNSL2 THOC1 THOC2 THOC3 THOC4 THOC5 THOC6 THOC7 THOP1 THPO
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## THRAP3 THRA THRB THRSP THSD1P1 THSD1 THSD4 THSD7A THSD7B THTPA THUMPD1
## 1 0 0 0 0 0 0 0 0 0 0 0
## THUMPD2 THUMPD3 THY1 THYN1 TH TIA1 TIAF1 TIAL1 TIAM1 TIAM2 TICAM1 TICAM2 TIE1
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## TIFAB TIFA TIGD1 TIGD2 TIGD3 TIGD4 TIGD5 TIGD6 TIGD7 TIGIT TIMD4 TIMELESS
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## TIMM10 TIMM13 TIMM16 TIMM17A TIMM17B TIMM22 TIMM44 TIMM50 TIMM8A TIMM8B TIMM9
## 1 0 0 0 0 0 0 0 0 0 0 0
## TIMP1 TIMP2 TIMP3 TIMP4 TINAGL1 TINAG TINF2 TIPARP TIPIN TIPRL TIRAP TJAP1
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## TJP1 TJP2 TJP3 TK1 TK2 TKTL1 TKTL2 TKT TLCD1 TLE1 TLE2 TLE3 TLE4 TLE6 TLK1
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## TLK2 TLL1 TLL2 TLN1 TLN2 TLR10 TLR1 TLR2 TLR3 TLR4 TLR5 TLR6 TLR7 TLR8 TLR9
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## TLX1NB TLX1 TLX2 TLX3 TM2D1 TM2D2 TM2D3 TM4SF18 TM4SF19 TM4SF1 TM4SF20 TM4SF4
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## TM4SF5 TM6SF1 TM6SF2 TM7SF2 TM7SF3 TM7SF4 TM9SF1 TM9SF2 TM9SF3 TM9SF4 TMBIM1
## 1 0 0 0 0 0 0 0 0 0 0 0
## TMBIM4 TMBIM6 TMC1 TMC2 TMC3 TMC4 TMC5 TMC6 TMC7 TMC8 TMCC1 TMCC2 TMCC3 TMCO1
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## TMCO2 TMCO3 TMCO4 TMCO5A TMCO6 TMCO7 TMED10P1 TMED10 TMED1 TMED2 TMED3 TMED4
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## TMED5 TMED6 TMED7-TICAM2 TMED7 TMED8 TMED9 TMEFF1 TMEFF2 TMEM100 TMEM101
## 1 0 0 0 0 0 0 0 0 0 0
## TMEM102 TMEM104 TMEM105 TMEM106A TMEM106B TMEM106C TMEM107 TMEM108 TMEM109
## 1 0 0 0 0 0 0 0 0 0
## TMEM110 TMEM111 TMEM114 TMEM115 TMEM116 TMEM117 TMEM119 TMEM11 TMEM120A
## 1 0 0 0 0 0 0 0 0 0
## TMEM120B TMEM121 TMEM123 TMEM125 TMEM126A TMEM126B TMEM127 TMEM128 TMEM129
## 1 0 0 0 0 0 0 0 0 0
## TMEM130 TMEM131 TMEM132A TMEM132B TMEM132C TMEM132D TMEM132E TMEM133 TMEM134
## 1 0 0 0 0 0 0 0 0 0
## TMEM135 TMEM136 TMEM138 TMEM139 TMEM140 TMEM141 TMEM143 TMEM144 TMEM145
## 1 0 0 0 0 0 0 0 0 0
## TMEM146 TMEM147 TMEM149 TMEM14A TMEM14B TMEM14C TMEM14E TMEM150A TMEM150B
## 1 0 0 0 0 0 0 0 0 0
## TMEM150C TMEM151A TMEM151B TMEM154 TMEM155 TMEM156 TMEM158 TMEM159 TMEM160
## 1 0 0 0 0 0 0 0 0 0
## TMEM161A TMEM161B TMEM163 TMEM164 TMEM165 TMEM167A TMEM167B TMEM168 TMEM169
## 1 0 0 0 0 0 0 0 0 0
## TMEM170A TMEM170B TMEM171 TMEM173 TMEM174 TMEM175 TMEM176A TMEM176B TMEM177
## 1 0 0 0 0 0 0 0 0 0
## TMEM178 TMEM179B TMEM179 TMEM17 TMEM180 TMEM181 TMEM182 TMEM183A TMEM184A
## 1 0 0 0 0 0 0 0 0 0
## TMEM184B TMEM184C TMEM185A TMEM185B TMEM186 TMEM187 TMEM188 TMEM189-UBE2V1
## 1 0 0 0 0 0 0 0 0
## TMEM189 TMEM18 TMEM190 TMEM191A TMEM192 TMEM194A TMEM194B TMEM195 TMEM196
## 1 0 0 0 0 0 0 0 0 0
## TMEM198 TMEM199 TMEM19 TMEM200A TMEM200B TMEM200C TMEM201 TMEM202 TMEM203
## 1 0 0 0 0 0 0 0 0 0
## TMEM204 TMEM205 TMEM206 TMEM207 TMEM208 TMEM209 TMEM20 TMEM211 TMEM212
## 1 0 0 0 0 0 0 0 0 0
## TMEM213 TMEM214 TMEM215 TMEM216 TMEM217 TMEM218 TMEM219 TMEM220 TMEM222
## 1 0 0 0 0 0 0 0 0 0
## TMEM223 TMEM225 TMEM229A TMEM229B TMEM22 TMEM231 TMEM232 TMEM233 TMEM25
## 1 0 0 0 0 0 0 0 0 0
## TMEM26 TMEM27 TMEM2 TMEM30A TMEM30B TMEM30C TMEM31 TMEM33 TMEM35 TMEM37
## 1 0 0 0 0 0 0 0 0 0 0
## TMEM38A TMEM38B TMEM39A TMEM39B TMEM40 TMEM41A TMEM41B TMEM42 TMEM43 TMEM44
## 1 0 0 0 0 0 0 0 0 0 0
## TMEM45A TMEM45B TMEM47 TMEM48 TMEM49 TMEM50A TMEM50B TMEM51 TMEM52 TMEM53
## 1 0 0 0 0 0 0 0 0 0 0
## TMEM54 TMEM55A TMEM55B TMEM56 TMEM57 TMEM59L TMEM59 TMEM5 TMEM60 TMEM61
## 1 0 0 0 0 0 0 0 0 0 0
## TMEM62 TMEM63A TMEM63B TMEM63C TMEM64 TMEM65 TMEM66 TMEM67 TMEM68 TMEM69
## 1 0 0 0 0 0 0 0 0 0 0
## TMEM70 TMEM71 TMEM72 TMEM74 TMEM79 TMEM80 TMEM81 TMEM82 TMEM84 TMEM85 TMEM86A
## 1 0 0 0 0 0 0 0 0 0 0 0
## TMEM86B TMEM87A TMEM87B TMEM88B TMEM88 TMEM89 TMEM8A TMEM8B TMEM8C TMEM90A
## 1 0 0 0 0 0 0 0 0 0 0
## TMEM90B TMEM91 TMEM92 TMEM93 TMEM95 TMEM97 TMEM98 TMEM99 TMEM9B TMEM9 TMF1
## 1 0 0 0 0 0 0 0 0 0 0 0
## TMIE TMIGD1 TMIGD2 TMLHE TMOD1 TMOD2 TMOD3 TMOD4 TMPO TMPPE TMPRSS11A
## 1 0 0 0 0 0 0 0 0 0 0 0
## TMPRSS11BNL TMPRSS11B TMPRSS11D TMPRSS11F TMPRSS12 TMPRSS13 TMPRSS15 TMPRSS2
## 1 0 0 0 0 0 0 0 0
## TMPRSS3 TMPRSS4 TMPRSS5 TMPRSS6 TMPRSS7 TMPRSS9 TMSB10 TMSB15A TMSB15B TMSB4Y
## 1 0 0 0 0 0 0 0 0 0 0
## TMSL3 TMTC1 TMTC2 TMTC3 TMTC4 TMUB1 TMUB2 TMX1 TMX2 TMX3 TMX4 TNC TNFAIP1
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## TNFAIP2 TNFAIP3 TNFAIP6 TNFAIP8L1 TNFAIP8L2 TNFAIP8L3 TNFAIP8 TNFRSF10A
## 1 0 0 0 0 0 0 0 0
## TNFRSF10B TNFRSF10C TNFRSF10D TNFRSF11A TNFRSF11B TNFRSF12A TNFRSF13B
## 1 0 0 0 0 0 0 0
## TNFRSF13C TNFRSF14 TNFRSF17 TNFRSF18 TNFRSF19 TNFRSF1A TNFRSF1B TNFRSF21
## 1 0 0 0 0 0 0 0 0
## TNFRSF25 TNFRSF4 TNFRSF6B TNFRSF8 TNFRSF9 TNFSF10 TNFSF11 TNFSF12-TNFSF13
## 1 0 0 0 0 0 0 0 0
## TNFSF12 TNFSF13B TNFSF13 TNFSF14 TNFSF15 TNFSF18 TNFSF4 TNFSF8 TNFSF9 TNF
## 1 0 0 0 0 0 0 0 0 0 0
## TNIK TNIP1 TNIP2 TNIP3 TNK1 TNK2 TNKS1BP1 TNKS2 TNKS TNMD TNNC1 TNNC2 TNNI1
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## TNNI2 TNNI3K TNNI3 TNNT1 TNNT2 TNNT3 TNN TNP1 TNP2 TNPO1 TNPO2 TNPO3 TNRC18
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## TNRC6A TNRC6B TNRC6C TNR TNS1 TNS3 TNS4 TNXB TOB1 TOB2 TOE1 TOLLIP TOM1L1
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## TOM1L2 TOM1 TOMM20L TOMM20 TOMM22 TOMM34 TOMM40L TOMM40 TOMM5 TOMM6 TOMM70A
## 1 0 0 0 0 0 0 0 0 0 0 0
## TOMM7 TOP1MT TOP1P1 TOP1P2 TOP1 TOP2A TOP2B TOP3A TOP3B TOPBP1 TOPORS
## 1 0 0 0 0 0 0 0 0 0 0 0
## TOR1AIP1 TOR1AIP2 TOR1A TOR1B TOR2A TOR3A TOX2 TOX3 TOX4 TOX TP53AIP1 TP53BP1
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## TP53BP2 TP53I11 TP53I13 TP53I3 TP53INP1 TP53INP2 TP53RK TP53TG1 TP53TG3B
## 1 0 0 0 0 0 0 0 0 0
## TP53TG5 TP53 TP63 TP73 TPBG TPCN1 TPCN2 TPD52L1 TPD52L2 TPD52L3 TPD52 TPH1
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## TPH2 TPI1P2 TPI1P3 TPI1 TPK1 TPM1 TPM2 TPM3 TPM4 TPMT TPO TPP1 TPP2 TPPP2
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## TPPP3 TPPP TPRA1 TPRG1L TPRG1 TPRKB TPRN TPRX1 TPRXL TPR TPSAB1 TPSB2 TPSD1
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## TPSG1 TPST1 TPST2 TPT1 TPTE2P1 TPTE2P3 TPTE2 TPTE TPX2 TRA2A TRA2B TRABD
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## TRADD TRAF1 TRAF2 TRAF3IP1 TRAF3IP2 TRAF3IP3 TRAF3 TRAF4 TRAF5 TRAF6 TRAF7
## 1 0 0 0 0 0 0 0 0 0 0 0
## TRAFD1 TRAIP TRAK1 TRAK2 TRAM1L1 TRAM1 TRAM2 TRANK1 TRAP1 TRAPPC10 TRAPPC1
## 1 0 0 0 0 0 0 0 0 0 0 0
## TRAPPC2L TRAPPC2P1 TRAPPC2 TRAPPC3 TRAPPC4 TRAPPC5 TRAPPC6A TRAPPC6B TRAPPC9
## 1 0 0 0 0 0 0 0 0 0
## TRAT1 TRDMT1 TRDN TREH TREM1 TREM2 TREML1 TREML2 TREML3 TREML4 TRERF1 TREX1
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## TREX2 TRHDE TRHR TRH TRIAP1 TRIB1 TRIB2 TRIB3 TRIL TRIM10 TRIM11 TRIM13
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## TRIM14 TRIM15 TRIM16L TRIM16 TRIM17 TRIM21 TRIM22 TRIM23 TRIM24 TRIM25 TRIM26
## 1 0 0 0 0 0 0 0 0 0 0 0
## TRIM27 TRIM28 TRIM29 TRIM2 TRIM31 TRIM32 TRIM33 TRIM34 TRIM35 TRIM36 TRIM37
## 1 0 0 0 0 0 0 0 0 0 0 0
## TRIM38 TRIM39 TRIM3 TRIM40 TRIM41 TRIM42 TRIM43 TRIM44 TRIM45 TRIM46 TRIM47
## 1 0 0 0 0 0 0 0 0 0 0 0
## TRIM48 TRIM49L TRIM49 TRIM4 TRIM50 TRIM52 TRIM53 TRIM54 TRIM55 TRIM56 TRIM58
## 1 0 0 0 0 0 0 0 0 0 0 0
## TRIM59 TRIM5 TRIM6-TRIM34 TRIM60 TRIM61 TRIM62 TRIM63 TRIM64 TRIM65 TRIM66
## 1 0 0 0 0 0 0 0 0 0 0
## TRIM67 TRIM68 TRIM69 TRIM6 TRIM71 TRIM72 TRIM74 TRIM77 TRIM78P TRIM7 TRIM8
## 1 0 0 0 0 0 0 0 0 0 0 0
## TRIM9 TRIML1 TRIML2 TRIOBP TRIO TRIP10 TRIP11 TRIP12 TRIP13 TRIP4 TRIP6 TRIT1
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## TRMT112 TRMT11 TRMT12 TRMT1 TRMT2A TRMT2B TRMT5 TRMT61A TRMT61B TRMT6 TRMU
## 1 0 0 0 0 0 0 0 0 0 0 0
## TRNAU1AP TRNP1 TRNT1 TROAP TROVE2 TRO TRPA1 TRPC1 TRPC2 TRPC3 TRPC4AP TRPC4
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## TRPC5 TRPC6 TRPC7 TRPM1 TRPM2 TRPM3 TRPM4 TRPM5 TRPM6 TRPM7 TRPM8 TRPS1 TRPT1
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## TRPV1 TRPV2 TRPV3 TRPV4 TRPV5 TRPV6 TRRAP TRUB1 TRUB2 TRY6 TRYX3 TSC1 TSC22D1
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## TSC22D2 TSC22D3 TSC22D4 TSC2 TSEN15 TSEN2 TSEN34 TSEN54 TSFM TSG101 TSG1
## 1 0 0 0 0 0 0 0 0 0 0 0
## TSGA10IP TSGA10 TSGA13 TSGA14 TSHB TSHR TSHZ1 TSHZ2 TSHZ3 TSIX TSKS TSKU TSLP
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## TSNARE1 TSNAX-DISC1 TSNAXIP1 TSNAX TSN TSPAN10 TSPAN11 TSPAN12 TSPAN13
## 1 0 0 0 0 0 0 0 0 0
## TSPAN14 TSPAN15 TSPAN16 TSPAN17 TSPAN18 TSPAN19 TSPAN1 TSPAN2 TSPAN31 TSPAN32
## 1 0 0 0 0 0 0 0 0 0 0
## TSPAN33 TSPAN3 TSPAN4 TSPAN5 TSPAN6 TSPAN7 TSPAN8 TSPAN9 TSPO2 TSPO TSPY1
## 1 0 0 0 0 0 0 0 0 0 0 0
## TSPY2 TSPY3 TSPYL1 TSPYL2 TSPYL3 TSPYL4 TSPYL5 TSPYL6 TSR1 TSR2 TSSC1 TSSC4
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## TSSK1B TSSK3 TSSK4 TSSK6 TSTA3 TSTD1 TSTD2 TST TTBK1 TTBK2 TTC12 TTC13 TTC14
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## TTC15 TTC16 TTC17 TTC18 TTC19 TTC1 TTC21A TTC21B TTC22 TTC23L TTC23 TTC24
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## TTC25 TTC26 TTC27 TTC28 TTC29 TTC30A TTC30B TTC31 TTC32 TTC33 TTC35 TTC36
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## TTC37 TTC38 TTC39A TTC39B TTC39C TTC3 TTC4 TTC5 TTC7A TTC7B TTC8 TTC9B TTC9C
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## TTC9 TTF1 TTF2 TTK TTLL10 TTLL11 TTLL12 TTLL13 TTLL1 TTLL2 TTLL3 TTLL4 TTLL5
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## TTLL6 TTLL7 TTLL8 TTLL9 TTL TTN TTPAL TTPA TTR TTTY10 TTTY14 TTTY15 TTTY2
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## TTYH1 TTYH2 TTYH3 TUBA1A TUBA1B TUBA1C TUBA3C TUBA3D TUBA3E TUBA4A TUBA4B
## 1 0 0 0 0 0 0 0 0 0 0 0
## TUBA8 TUBAL3 TUBB1 TUBB2A TUBB2B TUBB2C TUBB3 TUBB4Q TUBB4 TUBB6 TUBB8 TUBBP5
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## TUBB TUBD1 TUBE1 TUBG1 TUBG2 TUBGCP2 TUBGCP3 TUBGCP4 TUBGCP5 TUBGCP6 TUB TUFM
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## TUFT1 TUG1 TULP1 TULP2 TULP3 TULP4 TUSC1 TUSC2 TUSC3 TUSC5 TUT1 TWF1 TWF2
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## TWIST1 TWIST2 TWISTNB TWSG1 TXK TXLNA TXLNB TXLNG TXN2 TXNDC11 TXNDC12
## 1 0 0 0 0 0 0 0 0 0 0 0
## TXNDC15 TXNDC16 TXNDC17 TXNDC2 TXNDC3 TXNDC5 TXNDC6 TXNDC9 TXNIP TXNL1 TXNL4A
## 1 0 0 0 0 0 0 0 0 0 0 0
## TXNL4B TXNRD1 TXNRD2 TXNRD3IT1 TXN TYK2 TYMP TYMS TYRO3 TYROBP TYRP1 TYR
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## TYSND1 TYW1B TYW1 TYW3 T U2AF1L4 U2AF1 U2AF2 UACA UAP1L1 UAP1 UBA1 UBA2 UBA3
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## UBA52 UBA5 UBA6 UBA7 UBAC1 UBAC2 UBAP1 UBAP2L UBAP2 UBASH3A UBASH3B UBB UBC
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## UBD UBE2A UBE2B UBE2CBP UBE2C UBE2D1 UBE2D2 UBE2D3 UBE2D4 UBE2DNL UBE2E1
## 1 0 0 0 0 0 0 0 0 0 0 0
## UBE2E2 UBE2E3 UBE2F UBE2G1 UBE2G2 UBE2H UBE2I UBE2J1 UBE2J2 UBE2K UBE2L3
## 1 0 0 0 0 0 0 0 0 0 0 0
## UBE2L6 UBE2MP1 UBE2M UBE2NL UBE2N UBE2O UBE2Q1 UBE2Q2P1 UBE2Q2 UBE2QL1 UBE2R2
## 1 0 0 0 0 0 0 0 0 0 0 0
## UBE2S UBE2T UBE2U UBE2V1 UBE2V2 UBE2W UBE2Z UBE3A UBE3B UBE3C UBE4A UBE4B
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## UBFD1 UBIAD1 UBL3 UBL4A UBL4B UBL5 UBL7 UBLCP1 UBN1 UBN2 UBOX5 UBP1 UBQLN1
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## UBQLN2 UBQLN3 UBQLN4 UBQLNL UBR1 UBR2 UBR3 UBR4 UBR5 UBR7 UBTD1 UBTD2 UBTFL1
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## UBTF UBXN10 UBXN11 UBXN1 UBXN2A UBXN2B UBXN4 UBXN6 UBXN7 UBXN8 UCA1 UCHL1
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## UCHL3 UCHL5 UCK1 UCK2 UCKL1AS UCKL1 UCMA UCN2 UCN3 UCN UCP1 UCP2 UCP3 UEVLD
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## UFC1 UFD1L UFM1 UFSP1 UFSP2 UGCG UGDH UGGT1 UGGT2 UGP2 UGT1A10 UGT1A1 UGT1A3
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## UGT1A4 UGT1A5 UGT1A6 UGT1A7 UGT1A8 UGT1A9 UGT2A1 UGT2A3 UGT2B10 UGT2B11
## 1 0 0 0 0 0 0 0 0 0 0
## UGT2B15 UGT2B28 UGT2B4 UGT2B7 UGT3A1 UGT3A2 UGT8 UHMK1 UHRF1BP1L UHRF1BP1
## 1 0 0 0 0 0 0 0 0 0 0
## UHRF1 UHRF2 UIMC1 ULBP1 ULBP2 ULBP3 ULK1 ULK2 ULK3 ULK4 UMODL1 UMOD UMPS
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## UNC119B UNC119 UNC13A UNC13B UNC13C UNC13D UNC45A UNC45B UNC50 UNC5A UNC5B
## 1 0 0 0 0 0 0 0 0 0 0 0
## UNC5CL UNC5C UNC5D UNC80 UNC93A UNC93B1 UNCX UNG UNKL UNK UOX UPB1 UPF0639
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## UPF1 UPF2 UPF3A UPF3B UPK1A UPK1B UPK2 UPK3A UPK3BL UPK3B UPP1 UPP2 UPRT UQCC
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## UQCR10 UQCR11 UQCRB UQCRC1 UQCRC2 UQCRFS1 UQCRHL UQCRH UQCRQ URB1 URB2 URGCP
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## URM1 UROC1 UROD UROS USE1 USF1 USF2 USH1C USH1G USH2A USHBP1 USMG5 USO1 USP10
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## USP11 USP12 USP13 USP14 USP15 USP16 USP17L2 USP17L6P USP17 USP18 USP19 USP1
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## USP20 USP21 USP22 USP24 USP25 USP26 USP27X USP28 USP29 USP2 USP30 USP31 USP32
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## USP33 USP34 USP35 USP36 USP37 USP38 USP39 USP3 USP40 USP42 USP43 USP44 USP45
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## USP46 USP47 USP48 USP49 USP4 USP50 USP51 USP53 USP54 USP5 USP6NL USP6 USP7
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## USP8 USP9X USP9Y USPL1 UST UTF1 UTP11L UTP14A UTP14C UTP15 UTP18 UTP20 UTP23
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## UTP3 UTP6 UTRN UTS2D UTS2R UTS2 UTY UVRAG UXS1 UXT VAC14 VAMP1 VAMP2 VAMP3
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## VAMP4 VAMP5 VAMP7 VAMP8 VANGL1 VANGL2 VAPA VAPB VARS2 VARS VASH1 VASH2 VASN
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## VASP VAT1L VAT1 VAV1 VAV2 VAV3 VAX1 VAX2 VBP1 VCAM1 VCAN VCL VCPIP1 VCP VCX2
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## VCX3A VCX3B VCX VCY VDAC1 VDAC2 VDAC3 VDR VEGFA VEGFB VEGFC VENTXP1 VENTXP7
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## VENTX VEPH1 VEZF1 VEZT VGF VGLL1 VGLL2 VGLL3 VGLL4 VHLL VHL VIL1 VILL VIM
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## VIPAR VIPR1 VIPR2 VIP VIT VKORC1L1 VKORC1 VLDLR VMA21 VMAC VMO1 VN1R1 VN1R2
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## VN1R4 VN1R5 VNN1 VNN2 VNN3 VOPP1 VPRBP VPREB1 VPREB3 VPS11 VPS13A VPS13B
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## VPS13C VPS13D VPS16 VPS18 VPS24 VPS25 VPS26A VPS26B VPS28 VPS29 VPS33A VPS33B
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## VPS35 VPS36 VPS37A VPS37B VPS37C VPS37D VPS39 VPS41 VPS45 VPS4A VPS4B VPS52
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## VPS53 VPS54 VPS72 VPS8 VRK1 VRK2 VRK3 VSIG10L VSIG10 VSIG1 VSIG2 VSIG4 VSIG8
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## VSNL1 VSTM1 VSTM2A VSTM2B VSTM2L VSX1 VSX2 VTA1 VTCN1 VTI1A VTI1B VTN VWA1
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## VWA2 VWA3A VWA3B VWA5A VWA5B1 VWA5B2 VWC2L VWC2 VWCE VWDE VWF WAC WAPAL WARS2
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## WARS WASF1 WASF2 WASF3 WASH2P WASH3P WASH5P WASH7P WASL WAS WBP11P1 WBP11
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## WBP1 WBP2NL WBP2 WBP4 WBP5 WBSCR16 WBSCR17 WBSCR22 WBSCR26 WBSCR27 WBSCR28
## 1 0 0 0 0 0 0 0 0 0 0 0
## WDFY1 WDFY2 WDFY3 WDFY4 WDHD1 WDR11 WDR12 WDR13 WDR16 WDR17 WDR18 WDR19 WDR1
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## WDR20 WDR24 WDR25 WDR26 WDR27 WDR31 WDR33 WDR34 WDR35 WDR36 WDR37 WDR38 WDR3
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## WDR41 WDR43 WDR44 WDR45L WDR45 WDR46 WDR47 WDR48 WDR49 WDR4 WDR52 WDR53 WDR54
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## WDR55 WDR59 WDR5B WDR5 WDR60 WDR61 WDR62 WDR63 WDR64 WDR65 WDR66 WDR67 WDR69
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## WDR6 WDR70 WDR72 WDR73 WDR74 WDR75 WDR76 WDR77 WDR78 WDR7 WDR81 WDR82 WDR83
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## WDR85 WDR86 WDR87 WDR88 WDR89 WDR8 WDR90 WDR91 WDR92 WDR93 WDSUB1 WDTC1
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## WDYHV1 WEE1 WEE2 WFDC10A WFDC10B WFDC11 WFDC12 WFDC13 WFDC1 WFDC2 WFDC3 WFDC5
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## WFDC6 WFDC8 WFDC9 WFIKKN1 WFIKKN2 WFS1 WHAMML1 WHAMML2 WHAMM WHSC1L1 WHSC1
## 1 0 0 0 0 0 0 0 0 0 0 0
## WHSC2 WIBG WIF1 WIPF1 WIPF2 WIPF3 WIPI1 WIPI2 WISP1 WISP2 WISP3 WIT1 WIZ WLS
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## WNK1 WNK2 WNK3 WNK4 WNT10A WNT10B WNT11 WNT16 WNT1 WNT2B WNT2 WNT3A WNT3 WNT4
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## WNT5A WNT5B WNT6 WNT7A WNT7B WNT8A WNT8B WNT9A WNT9B WRAP53 WRB WRNIP1 WRN
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## WSB1 WSB2 WSCD1 WSCD2 WT1 WTAP WTIP WWC1 WWC2 WWC3 WWOX WWP1 WWP2 WWTR1 XAB2
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## XAF1 XAGE1D XAGE2 XAGE3 XAGE5 XBP1 XCL1 XCL2 XCR1 XDH XG XIAP XIRP1 XIRP2
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## XIST XKR3 XKR4 XKR5 XKR6 XKR7 XKR8 XKR9 XKRX XKRY2 XK XPA XPC XPNPEP1 XPNPEP2
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## XPNPEP3 XPO1 XPO4 XPO5 XPO6 XPO7 XPOT XPR1 XRCC1 XRCC2 XRCC3 XRCC4 XRCC5
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## XRCC6BP1 XRCC6 XRN1 XRN2 XRRA1 XYLB XYLT1 XYLT2 YAF2 YAP1 YARS2 YARS YBX1
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## YBX2 YDJC YEATS2 YEATS4 YES1 YIF1A YIF1B YIPF1 YIPF2 YIPF3 YIPF4 YIPF5 YIPF6
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## YIPF7 YJEFN3 YKT6 YLPM1 YME1L1 YOD1 YPEL1 YPEL2 YPEL3 YPEL4 YPEL5 YRDC YSK4
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## YTHDC1 YTHDC2 YTHDF1 YTHDF2 YTHDF3 YWHAB YWHAE YWHAG YWHAH YWHAQ YWHAZ YY1AP1
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## YY1 YY2 ZACN ZADH2 ZAK ZAN ZAP70 ZAR1L ZAR1 ZBBX ZBED1 ZBED2 ZBED3 ZBED4
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## ZBED5 ZBP1 ZBTB10 ZBTB11 ZBTB12 ZBTB16 ZBTB17 ZBTB1 ZBTB20 ZBTB22 ZBTB24
## 1 0 0 0 0 0 0 0 0 0 0 0
## ZBTB25 ZBTB26 ZBTB2 ZBTB32 ZBTB33 ZBTB34 ZBTB37 ZBTB38 ZBTB39 ZBTB3 ZBTB40
## 1 0 0 0 0 0 0 0 0 0 0 0
## ZBTB41 ZBTB42 ZBTB43 ZBTB44 ZBTB45 ZBTB46 ZBTB47 ZBTB48 ZBTB49 ZBTB4 ZBTB5
## 1 0 0 0 0 0 0 0 0 0 0 0
## ZBTB6 ZBTB7A ZBTB7B ZBTB7C ZBTB8A ZBTB8B ZBTB8OS ZBTB9 ZC3H10 ZC3H11A ZC3H12A
## 1 0 0 0 0 0 0 0 0 0 0 0
## ZC3H12B ZC3H12C ZC3H12D ZC3H13 ZC3H14 ZC3H15 ZC3H18 ZC3H3 ZC3H4 ZC3H6 ZC3H7A
## 1 0 0 0 0 0 0 0 0 0 0 0
## ZC3H7B ZC3H8 ZC3HAV1L ZC3HAV1 ZC3HC1 ZC4H2 ZCCHC10 ZCCHC11 ZCCHC12 ZCCHC13
## 1 0 0 0 0 0 0 0 0 0 0
## ZCCHC14 ZCCHC16 ZCCHC17 ZCCHC18 ZCCHC24 ZCCHC2 ZCCHC3 ZCCHC4 ZCCHC5 ZCCHC6
## 1 0 0 0 0 0 0 0 0 0 0
## ZCCHC7 ZCCHC8 ZCCHC9 ZCRB1 ZCWPW1 ZCWPW2 ZDBF2 ZDHHC11 ZDHHC12 ZDHHC13
## 1 0 0 0 0 0 0 0 0 0 0
## ZDHHC14 ZDHHC15 ZDHHC16 ZDHHC17 ZDHHC18 ZDHHC19 ZDHHC1 ZDHHC20 ZDHHC21
## 1 0 0 0 0 0 0 0 0 0
## ZDHHC22 ZDHHC23 ZDHHC24 ZDHHC2 ZDHHC3 ZDHHC4 ZDHHC5 ZDHHC6 ZDHHC7 ZDHHC8P1
## 1 0 0 0 0 0 0 0 0 0 0
## ZDHHC8 ZDHHC9 ZEB1 ZEB2 ZER1 ZFAND1 ZFAND2A ZFAND2B ZFAND3 ZFAND5 ZFAND6
## 1 0 0 0 0 0 0 0 0 0 0 0
## ZFATAS ZFAT ZFC3H1 ZFHX3 ZFHX4 ZFP106 ZFP112 ZFP14 ZFP161 ZFP1 ZFP28 ZFP2
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## ZFP30 ZFP36L1 ZFP36L2 ZFP36 ZFP37 ZFP3 ZFP41 ZFP42 ZFP57 ZFP62 ZFP64 ZFP82
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## ZFP90 ZFP91-CNTF ZFP91 ZFP92 ZFPL1 ZFPM1 ZFPM2 ZFR2 ZFR ZFX ZFYVE16 ZFYVE19
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## ZFYVE1 ZFYVE20 ZFYVE21 ZFYVE26 ZFYVE27 ZFYVE28 ZFYVE9 ZFY ZG16B ZG16 ZGLP1
## 1 0 0 0 0 0 0 0 0 0 0 0
## ZGPAT ZHX1 ZHX2 ZHX3 ZIC1 ZIC2 ZIC3 ZIC4 ZIC5 ZIK1 ZIM2 ZIM3 ZKSCAN1 ZKSCAN2
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## ZKSCAN3 ZKSCAN4 ZKSCAN5 ZMAT1 ZMAT2 ZMAT3 ZMAT4 ZMAT5 ZMIZ1 ZMIZ2 ZMPSTE24
## 1 0 0 0 0 0 0 0 0 0 0 0
## ZMYM1 ZMYM2 ZMYM3 ZMYM4 ZMYM5 ZMYM6 ZMYND10 ZMYND11 ZMYND12 ZMYND15 ZMYND17
## 1 0 0 0 0 0 0 0 0 0 0 0
## ZMYND19 ZMYND8 ZNF100 ZNF101 ZNF107 ZNF10 ZNF114 ZNF117 ZNF121 ZNF124 ZNF12
## 1 0 0 0 0 0 0 0 0 0 0 0
## ZNF131 ZNF132 ZNF133 ZNF134 ZNF135 ZNF136 ZNF137 ZNF138 ZNF140 ZNF141 ZNF142
## 1 0 0 0 0 0 0 0 0 0 0 0
## ZNF143 ZNF146 ZNF148 ZNF14 ZNF154 ZNF155 ZNF157 ZNF160 ZNF165 ZNF167 ZNF169
## 1 0 0 0 0 0 0 0 0 0 0 0
## ZNF16 ZNF174 ZNF175 ZNF177 ZNF17 ZNF180 ZNF181 ZNF182 ZNF184 ZNF185 ZNF187
## 1 0 0 0 0 0 0 0 0 0 0 0
## ZNF189 ZNF18 ZNF192 ZNF193 ZNF195 ZNF197 ZNF19 ZNF200 ZNF202 ZNF204P ZNF205
## 1 0 0 0 0 0 0 0 0 0 0 0
## ZNF207 ZNF208 ZNF20 ZNF211 ZNF212 ZNF213 ZNF214 ZNF215 ZNF217 ZNF219 ZNF221
## 1 0 0 0 0 0 0 0 0 0 0 0
## ZNF222 ZNF223 ZNF224 ZNF225 ZNF226 ZNF227 ZNF229 ZNF22 ZNF230 ZNF232 ZNF233
## 1 0 0 0 0 0 0 0 0 0 0 0
## ZNF234 ZNF235 ZNF236 ZNF238 ZNF239 ZNF23 ZNF248 ZNF24 ZNF250 ZNF251 ZNF252
## 1 0 0 0 0 0 0 0 0 0 0 0
## ZNF253 ZNF254 ZNF256 ZNF257 ZNF259 ZNF25 ZNF260 ZNF263 ZNF264 ZNF266 ZNF267
## 1 0 0 0 0 0 0 0 0 0 0 0
## ZNF268 ZNF26 ZNF271 ZNF273 ZNF274 ZNF275 ZNF276 ZNF277 ZNF280A ZNF280B
## 1 0 0 0 0 0 0 0 0 0 0
## ZNF280C ZNF280D ZNF281 ZNF282 ZNF283 ZNF284 ZNF285 ZNF286A ZNF286B ZNF287
## 1 0 0 0 0 0 0 0 0 0 0
## ZNF28 ZNF292 ZNF295 ZNF296 ZNF2 ZNF300 ZNF302 ZNF304 ZNF30 ZNF311 ZNF317
## 1 0 0 0 0 0 0 0 0 0 0 0
## ZNF318 ZNF319 ZNF320 ZNF321 ZNF322A ZNF322B ZNF323 ZNF324B ZNF324 ZNF326
## 1 0 0 0 0 0 0 0 0 0 0
## ZNF329 ZNF32 ZNF330 ZNF331 ZNF333 ZNF334 ZNF335 ZNF337 ZNF33A ZNF33B ZNF341
## 1 0 0 0 0 0 0 0 0 0 0 0
## ZNF343 ZNF345 ZNF346 ZNF347 ZNF34 ZNF350 ZNF354A ZNF354B ZNF354C ZNF358 ZNF35
## 1 0 0 0 0 0 0 0 0 0 0 0
## ZNF362 ZNF365 ZNF366 ZNF367 ZNF37A ZNF37B ZNF382 ZNF383 ZNF384 ZNF385A
## 1 0 0 0 0 0 0 0 0 0 0
## ZNF385B ZNF385D ZNF389 ZNF391 ZNF394 ZNF395 ZNF396 ZNF397OS ZNF397 ZNF398
## 1 0 0 0 0 0 0 0 0 0 0
## ZNF3 ZNF404 ZNF407 ZNF408 ZNF410 ZNF414 ZNF415 ZNF416 ZNF417 ZNF418 ZNF419
## 1 0 0 0 0 0 0 0 0 0 0 0
## ZNF41 ZNF420 ZNF423 ZNF425 ZNF426 ZNF428 ZNF429 ZNF430 ZNF431 ZNF432 ZNF433
## 1 0 0 0 0 0 0 0 0 0 0 0
## ZNF434 ZNF436 ZNF438 ZNF439 ZNF43 ZNF440 ZNF441 ZNF442 ZNF443 ZNF444 ZNF445
## 1 0 0 0 0 0 0 0 0 0 0 0
## ZNF446 ZNF449 ZNF44 ZNF451 ZNF454 ZNF45 ZNF460 ZNF461 ZNF462 ZNF467 ZNF468
## 1 0 0 0 0 0 0 0 0 0 0 0
## ZNF469 ZNF470 ZNF471 ZNF473 ZNF474 ZNF479 ZNF480 ZNF483 ZNF484 ZNF485 ZNF486
## 1 0 0 0 0 0 0 0 0 0 0 0
## ZNF487 ZNF488 ZNF48 ZNF490 ZNF491 ZNF492 ZNF493 ZNF496 ZNF497 ZNF498 ZNF500
## 1 0 0 0 0 0 0 0 0 0 0 0
## ZNF501 ZNF502 ZNF503 ZNF506 ZNF507 ZNF510 ZNF511 ZNF512B ZNF512 ZNF513 ZNF514
## 1 0 0 0 0 0 0 0 0 0 0 0
## ZNF516 ZNF517 ZNF518A ZNF518B ZNF519 ZNF521 ZNF524 ZNF525 ZNF526 ZNF527
## 1 0 0 0 0 0 0 0 0 0 0
## ZNF528 ZNF529 ZNF530 ZNF532 ZNF534 ZNF536 ZNF540 ZNF541 ZNF542 ZNF543 ZNF544
## 1 0 0 0 0 0 0 0 0 0 0 0
## ZNF546 ZNF547 ZNF548 ZNF549 ZNF550 ZNF551 ZNF552 ZNF554 ZNF555 ZNF556 ZNF557
## 1 0 0 0 0 0 0 0 0 0 0 0
## ZNF558 ZNF559 ZNF560 ZNF561 ZNF562 ZNF563 ZNF564 ZNF565 ZNF566 ZNF567 ZNF568
## 1 0 0 0 0 0 0 0 0 0 0 0
## ZNF569 ZNF570 ZNF571 ZNF572 ZNF573 ZNF574 ZNF575 ZNF576 ZNF577 ZNF578 ZNF579
## 1 0 0 0 0 0 0 0 0 0 0 0
## ZNF57 ZNF580 ZNF581 ZNF582 ZNF583 ZNF584 ZNF585A ZNF585B ZNF586 ZNF587 ZNF589
## 1 0 0 0 0 0 0 0 0 0 0 0
## ZNF592 ZNF593 ZNF594 ZNF595 ZNF596 ZNF597 ZNF598 ZNF599 ZNF600 ZNF605 ZNF606
## 1 0 0 0 0 0 0 0 0 0 0 0
## ZNF607 ZNF608 ZNF609 ZNF610 ZNF611 ZNF613 ZNF614 ZNF615 ZNF616 ZNF618 ZNF619
## 1 0 0 0 0 0 0 0 0 0 0 0
## ZNF620 ZNF621 ZNF622 ZNF623 ZNF624 ZNF625 ZNF626 ZNF627 ZNF628 ZNF629 ZNF630
## 1 0 0 0 0 0 0 0 0 0 0 0
## ZNF638 ZNF639 ZNF641 ZNF642 ZNF643 ZNF644 ZNF645 ZNF646 ZNF648 ZNF649 ZNF652
## 1 0 0 0 0 0 0 0 0 0 0 0
## ZNF653 ZNF654 ZNF655 ZNF658 ZNF660 ZNF662 ZNF664 ZNF665 ZNF667 ZNF668 ZNF669
## 1 0 0 0 0 0 0 0 0 0 0 0
## ZNF670 ZNF671 ZNF672 ZNF673 ZNF674 ZNF675 ZNF676 ZNF677 ZNF678 ZNF679 ZNF680
## 1 0 0 0 0 0 0 0 0 0 0 0
## ZNF681 ZNF682 ZNF683 ZNF684 ZNF687 ZNF688 ZNF689 ZNF691 ZNF692 ZNF695 ZNF696
## 1 0 0 0 0 0 0 0 0 0 0 0
## ZNF697 ZNF699 ZNF69 ZNF700 ZNF701 ZNF702P ZNF703 ZNF704 ZNF705A ZNF705D
## 1 0 0 0 0 0 0 0 0 0 0
## ZNF706 ZNF707 ZNF708 ZNF709 ZNF70 ZNF710 ZNF711 ZNF713 ZNF714 ZNF716 ZNF717
## 1 0 0 0 0 0 0 0 0 0 0 0
## ZNF718 ZNF71 ZNF720 ZNF721 ZNF727 ZNF732 ZNF735 ZNF737 ZNF738 ZNF740 ZNF746
## 1 0 0 0 0 0 0 0 0 0 0 0
## ZNF747 ZNF749 ZNF74 ZNF750 ZNF75A ZNF75D ZNF761 ZNF763 ZNF764 ZNF765 ZNF766
## 1 0 0 0 0 0 0 0 0 0 0 0
## ZNF767 ZNF768 ZNF76 ZNF770 ZNF771 ZNF772 ZNF773 ZNF774 ZNF775 ZNF776 ZNF777
## 1 0 0 0 0 0 0 0 0 0 0 0
## ZNF778 ZNF77 ZNF780A ZNF780B ZNF781 ZNF782 ZNF784 ZNF785 ZNF786 ZNF787 ZNF788
## 1 0 0 0 0 0 0 0 0 0 0 0
## ZNF789 ZNF790 ZNF791 ZNF792 ZNF793 ZNF799 ZNF79 ZNF7 ZNF800 ZNF804A ZNF804B
## 1 0 0 0 0 0 0 0 0 0 0 0
## ZNF805 ZNF808 ZNF80 ZNF813 ZNF814 ZNF815 ZNF816A ZNF81 ZNF821 ZNF823 ZNF826
## 1 0 0 0 0 0 0 0 0 0 0 0
## ZNF827 ZNF828 ZNF829 ZNF830 ZNF831 ZNF833 ZNF835 ZNF836 ZNF837 ZNF839 ZNF83
## 1 0 0 0 0 0 0 0 0 0 0 0
## ZNF841 ZNF843 ZNF844 ZNF845 ZNF846 ZNF84 ZNF853 ZNF85 ZNF860 ZNF862 ZNF876P
## 1 0 0 0 0 0 0 0 0 0 0 0
## ZNF878 ZNF879 ZNF880 ZNF883 ZNF8 ZNF90 ZNF91 ZNF92 ZNF93 ZNF98 ZNF99 ZNFX1
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## ZNHIT1 ZNHIT2 ZNHIT3 ZNHIT6 ZNRD1 ZNRF1 ZNRF2 ZNRF3 ZNRF4 ZP1 ZP2 ZP3 ZP4
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## ZPBP2 ZPBP ZPLD1 ZRANB1 ZRANB2 ZRANB3 ZRSR2 ZSCAN10 ZSCAN12P1 ZSCAN12 ZSCAN16
## 1 0 0 0 0 0 0 0 0 0 0 0
## ZSCAN18 ZSCAN1 ZSCAN20 ZSCAN21 ZSCAN22 ZSCAN23 ZSCAN29 ZSCAN2 ZSCAN4 ZSCAN5A
## 1 0 0 0 0 0 0 0 0 0 0
## ZSCAN5B ZSWIM1 ZSWIM2 ZSWIM3 ZSWIM4 ZSWIM5 ZSWIM6 ZSWIM7 ZUFSP ZW10 ZWILCH
## 1 0 0 0 0 0 0 0 0 0 0 0
## ZWINT ZXDA ZXDB ZXDC ZYG11A ZYG11B ZYX ZZEF1 ZZZ3 psiTPTE22 tAKR
## 1 0 0 0 0 0 0 0 0 0 0 0#we solve it
dim(rna_seq_data)## [1] 1024 20156dim(my_data1)## [1] 1024 7############################################################## Check missingness in clinical data
# As We Deal With Project Team We Will Keep (COLUMNS # 1,2,3,5,8,14,19) and remove the another columns.
# We want to remove rows that have NA in our data.
# The new dim is 1025,7
# And the features are now
# "Row.Names" "years_to_birth" "Tumor_purity" "pathology_T_stage" "histological_type" "gender" "overall_survival" # str(rna_seq_data)### data here described as chr, i have to change it to num
# str(my_data1)### data here described as chr, i have to change it to respective descibing
# Convert all columns to their appropriate data types (clinical_data)
my_data1 <- type.convert(my_data1, as.is = TRUE)
str(my_data1)## 'data.frame': 1024 obs. of 7 variables:
## $ Row.Names : chr "TCGA.5L.AAT0" "TCGA.5L.AAT1" "TCGA.A1.A0SP" "TCGA.A2.A04V" ...
## $ years_to_birth : int 42 63 40 39 53 62 71 44 66 79 ...
## $ Tumor_purity : num 0.65 0.555 0.691 0.834 0.732 ...
## $ pathology_T_stage: chr "t2" "t2" "t2" "t2" ...
## $ histological_type: chr "infiltratinglobularcarcinoma" "infiltratinglobularcarcinoma" "infiltratingductalcarcinoma" "infiltratingductalcarcinoma" ...
## $ gender : chr "female" "female" "female" "female" ...
## $ overall_survival : int 1477 1471 584 1920 1099 2695 595 3276 1165 718 ...# Convert all columns to their appropriate data types (rna_seq_data_data)
rna_seq_data2 <- type.convert(rna_seq_data, as.is = TRUE)
# str(rna_seq_data2)
dim(rna_seq_data2)## [1] 1024 20156rownames(rna_seq_data2) <-rna_seq_data2[,1]
rna_seq_data2=rna_seq_data2[,-1]
head(rna_seq_data2[1:5,1:5])## A1BG A1CF A2BP1 A2LD1 A2ML1
## TCGA.3C.AALI 7.8971 0.0000 0.0000 6.1672 2.4196
## TCGA.3C.AALJ 8.7287 0.9310 0.0000 7.3422 0.0000
## TCGA.3C.AALK 7.5851 0.0000 0.0000 5.9888 1.4087
## TCGA.4H.AAAK 8.0762 0.5115 2.2720 7.2796 2.1389
## TCGA.5L.AAT0 7.6779 0.0000 0.6659 6.8142 1.1198#rename my data to fit with clinical data
rna_seq_data1 <- rna_seq_data2
clinical_data1 <- my_data1
# class(rna_seq_data1)
# class(clinical_data1)
# str(rna_seq_data1)
dim(rna_seq_data1) #1024 20155## [1] 1024 20155dim(clinical_data1) #1024 7## [1] 1024 7# find the common samples between the two data frames
# Subset both data frames to include only the common samples
# And now the dim of data and clinical are
# 1024 20156 (Data)
# 1024 7 (Clinical)
# Then
# Convert all columns to their appropriate data types (clinical_data)#Now i want to filter the low expression gene in my data
#MY way
# Count the number of zeros in each row
num_zeros <- rowSums(rna_seq_data1 == 0.0000)
# Calculate the proportion of zeros in each row
prop_zeros <- num_zeros / ncol(rna_seq_data1)
# Plot the distribution of proportion of zeros
hist(prop_zeros)
# Calculate proportion of 0.00 values in each column
prop_zeros <- apply(rna_seq_data1, 2, function(x) sum(x == 0.000) / length(x))
# Set threshold for proportion of 0.00 values
threshold <- 0.1 #most common
# Identify columns with proportion of 0.00 values above threshold
cols_to_remove <- which(prop_zeros > threshold)
# Remove columns from data
rna_seq_data2 <- rna_seq_data1[, -cols_to_remove]
# class(rna_seq_data2)
dim(rna_seq_data2) #columns reducted from 20156 to 19039 17641## [1] 1024 16025#if threshold <- 0.9 the output will be 19039 instead of 20156
#My data Now is rna_seq_data2
#to figure it out
plot(rna_seq_data2[,1],rna_seq_data1[,1])
# We want to filter the low expression gene in our data.
# Calculate the proportion of zeros in each row
# Identify columns with proportion of 0.00 values above threshold(0.1)
# 0.1 is common par(mfrow=c(2,2))
plot(density(apply(rna_seq_data1, 2, mean, na.rm = TRUE)),
col = "darkblue", las = 2, lwd = 2, main = "", xlab = "",
ylab = "")
mtext("Before Normalization", 3, 1)
plot(density(apply(rna_seq_data2, 2, mean, na.rm = TRUE)),
col = "darkblue", las = 2, lwd = 2, main = "", xlab = "",
ylab = "")
mtext("After Normalization", 3, 1)
rangex.pre <- range(rna_seq_data1[, 1:10], na.rm = T)
rangex.norm <- range(rna_seq_data2[, 1:10], na.rm = T)
boxplot(rna_seq_data1[, 1:10], names = colnames(rna_seq_data1[, 1:10]),
ylim = rangex.pre, las = 2, col = "lightgreen", horizontal = T)
mtext("Before Normalization", 3, 1)
boxplot(rna_seq_data2[, 1:10], names = colnames(rna_seq_data2[, 1:10]),
ylim = rangex.norm, las = 2, col = "lightgreen", horizontal = T)
mtext("After Normalization", 3, 1)
##Samples visualization
par(mfrow=c(1,2))
boxplot(rna_seq_data1[1:20,1:20], names = rownames(rna_seq_data1[1:20,1:20]),
ylim = rangex.pre, las = 2, col = "lightgreen", horizontal = T)
mtext("Samples Before Normalization", 3, 1)
boxplot(rna_seq_data2[1:20,1:20 ], names = rownames(rna_seq_data2[1:20,1:20 ]),
ylim = rangex.norm, las = 2, col = "lightgreen", horizontal = T)
mtext("Samples After Normalization", 3, 1)
##########################FINAL DATA##########################
#rna_seq_data2
#clinical_data2
##########################################################################
##3-Clustering my method
# Load the required library
library(factoextra)## Welcome! Want to learn more? See two factoextra-related books at https://goo.gl/ve3WBa# class(rna_seq_data2)
# Create a matrix from your cleaned and normalized data
rna_matrix <- as.matrix(rna_seq_data2)
# Use the elbow method to identify the optimal number of clusters
fviz_nbclust(rna_matrix, kmeans, method = "wss") + ggtitle("Elbow Method")
# Number of Clusters are 3
# We use different methods to see the best number of clusters
# Elbow method# Create a matrix of your normalized data (without sample names or labels)
data_matrix <- as.matrix(rna_seq_data2[, -c(1,2)])
# Compute within-cluster sum of squares (WSS) for different values of k
wss <- sapply(1:15, function(k) {
kmeans(data_matrix, k, nstart = 10, iter.max = 100)$tot.withinss
}) #takes time
# Plot the WSS as a function of the number of clusters (k)
plot(1:15, wss, type="b", xlab="Number of Clusters (k)", ylab="Within-Cluster Sum of Squares (WSS)")
# Identify the "elbow point" on the plot
elbow <- function(wss) {
wss_diff <- c(0, diff(wss))
return(which.max(wss_diff) + 1)
}
k_optimal <- elbow(wss)
points(k_optimal, wss[k_optimal], col="red", cex=2, pch=20)
#clustering Dr_fadl's way
# elbow method
# lets check out the kmeans function
#?kmeans
# we can create an elbow plot in order to try and detect the number of clusters
SST <- list() # total sum of squared error
# run k-means for k = 1 to 10
for (i in 1:10) SST[i] <- sum(kmeans(rna_seq_data2, centers=i)$withinss)
# plot the results
plot(1:10, SST, pch = "", lty = 2, xaxt = "n", xlab = "Number of Centres (K)", ylab = "Total Sum of Squared Error (SST)",
main = "Elbow Plot")
abline(v=1:10, col="gray", lty=3)
lines(x = 1:10, y = SST, lwd = 3)
axis(side = 1, at =1:10)
# there seems to be an "elbow" at k=3 after which there is no significant gain in increasing k
points(x = 3, y = SST[3], pch = 1, cex = 3, col = "red", lwd = 3)
text(x = 3+0.5, y = SST[[3]]+50, label = "Elbow!", col = "red")
library(tidyverse)
library(vegan)## Loading required package: permute## Loading required package: lattice## This is vegan 2.6-4library(cluster)
library(factoextra)
library(gridExtra)##
## Attaching package: 'gridExtra'## The following object is masked from 'package:dplyr':
##
## combinekmeans3 <- kmeans((rna_seq_data2), centers = 3, nstart = 25) #3 or 2
# kmeans3$centers
# kmeans3$cluster
# kmeans3$totss
# kmeans3$withinss
# kmeans3$betweenss#4- associate theses clusters with your clinical data
# Perform k-means clustering
km <- kmeans(rna_matrix, centers = 2, nstart = 25)
# Extract cluster labels
hc <- hclust(dist(rna_matrix))
cluster_labels <- as.data.frame(cutree(hc, k = 2))
# cluster_labels <- as.data.frame(cutree(km, k = 2))
# Add cluster labels to clinical data
clinical_data1$cluster <- cluster_labels$clusterlibrary("FactoMineR")
library(ggplot2)
library("factoextra")
###PCA
res.pca <- PCA(rna_seq_data2, graph = FALSE)
print(res.pca)## **Results for the Principal Component Analysis (PCA)**
## The analysis was performed on 1024 individuals, described by 16025 variables
## *The results are available in the following objects:
##
## name description
## 1 "$eig" "eigenvalues"
## 2 "$var" "results for the variables"
## 3 "$var$coord" "coord. for the variables"
## 4 "$var$cor" "correlations variables - dimensions"
## 5 "$var$cos2" "cos2 for the variables"
## 6 "$var$contrib" "contributions of the variables"
## 7 "$ind" "results for the individuals"
## 8 "$ind$coord" "coord. for the individuals"
## 9 "$ind$cos2" "cos2 for the individuals"
## 10 "$ind$contrib" "contributions of the individuals"
## 11 "$call" "summary statistics"
## 12 "$call$centre" "mean of the variables"
## 13 "$call$ecart.type" "standard error of the variables"
## 14 "$call$row.w" "weights for the individuals"
## 15 "$call$col.w" "weights for the variables"#################################################
#Visualization and Interpretation
eig.val <- get_eigenvalue(res.pca)
eig.val[1:5]## [1] 2136.0424 1446.6625 1193.2392 556.7125 426.9684options(repr.plot.width=8,repr.plot.height=6)
dir.create(tempdir())## Warning in dir.create(tempdir()):
## 'C:\Users\Fix-Dell\AppData\Local\Temp\Rtmp0ogUjs' already existsfviz_eig(res.pca, addlabels = TRUE, ylim = c(0, 13))
#####Graph of variables######
var <- get_pca_var(res.pca)
var## Principal Component Analysis Results for variables
## ===================================================
## Name Description
## 1 "$coord" "Coordinates for the variables"
## 2 "$cor" "Correlations between variables and dimensions"
## 3 "$cos2" "Cos2 for the variables"
## 4 "$contrib" "contributions of the variables"# Coordinates
A1=head(var$coord)
# Cos2: quality on the factore map
A2=head(var$cos2)
# Contributions to the principal components
A3=head(var$contrib)
#############3
fviz_pca_var(res.pca, col.var = "black")
################options(repr.plot.width=10,repr.plot.height=10)
fviz_pca_var(res.pca, col.var = "cos2",select.var= list(cos2 = 50),
gradient.cols = c("#00AFBB", "#E7B800", "#FC4E07"),
repel = TRUE # Avoid text overlapping
)
library("corrplot")## corrplot 0.92 loadedoptions(repr.plot.width=8,repr.plot.height=10)
corrplot(var$cos2[1:10,], is.corr=FALSE)
# Total cos2 of variables on Dim.1 and Dim.2
options(repr.plot.width=80,repr.plot.height=10)
fviz_cos2(res.pca, choice = "var", axes = 1:2)
#Contributions of variables to PCs
A4=head(var$contrib, 4)
###
library("corrplot")
options(repr.plot.width=8,repr.plot.height=10)
corrplot(var$contrib[1:10,], is.corr=FALSE)
# Contributions of variables to PC1
options(repr.plot.width=8,repr.plot.height=6)
fviz_contrib(res.pca, choice = "var", axes = 1, top = 10)
# Contributions of variables to PC2
fviz_contrib(res.pca, choice = "var", axes = 2, top = 10)
##################
fviz_contrib(res.pca, choice = "var", axes = 1:2, top = 10)
##############
fviz_pca_var(res.pca, col.var = "contrib",select.var = list(contrib = 10),
gradient.cols = c("#00AFBB", "#E7B800", "#FC4E07")
)
#ANOTHER WAY OF PCA
df_pca <- prcomp(rna_seq_data2)
df_out <- as.data.frame(df_pca$x)
colnames(clinical_data1)## [1] "Row.Names" "years_to_birth" "Tumor_purity"
## [4] "pathology_T_stage" "histological_type" "gender"
## [7] "overall_survival"ggplot(df_out,aes(x=PC1,y=PC2,color=clinical_data1$pathology_T_stage,shape=clinical_data1$gender))+
geom_point()+ggtitle("")+labs(color='')+
geom_point(size=8,alpha=0.5)+ #Size and alpha just for fun
theme( plot.title = element_text(hjust = 0.5,size=15,face = "bold"),
axis.text.x = element_text( size = 15, angle = 45, hjust = .5, vjust = 0.5, face = "plain"),
axis.text.y = element_text( size = 15, angle = 0, hjust = 1, vjust = 0, face = "plain"),
axis.title.x = element_text( size = 15, angle = 0, hjust = .5, vjust = 0, face = "bold"),
axis.title.y = element_text( size = 15, angle = 90, hjust = .5, vjust = .5, face = "bold"),
#legend.title=element_text(size=20),
legend.title=element_blank(), # remove legend title name
legend.text = element_text(size=15,face="plain"),
strip.text = element_text(size = 15,face="plain") ,
legend.position="right",
# for transparent background
panel.background = element_rect(fill = "transparent"), # bg of the panel
plot.background = element_rect(fill = "transparent", color = NA), # bg of the plot
panel.grid.major = element_blank(), # get rid of major grid
panel.grid.minor = element_blank(), # get rid of minor grid
legend.background = element_rect(fill = "transparent"), # get rid of legend bg
legend.box.background = element_rect(fill = "transparent"), # get rid of legend panel bg
axis.line = element_line(colour = "black") # adding a black line for x and y axis
) +xlab(paste0("PC 1 (", round(df_pca$sdev[1],1),"%)"))+
ylab(paste0("PC 2 (", round(df_pca$sdev[2],1),"%)"))
df_pca <- prcomp(rna_seq_data2)
df_out <- as.data.frame(df_pca$x)
ggplot(df_out,aes(x=PC1,y=PC2,color=clinical_data1$pathology_T_stage ))+geom_point()+ggtitle("PCA pathology_T_stage")+labs(color='')+
theme(plot.title = element_text(hjust = 0.5))
ggplot(df_out,aes(x=PC1,y=PC2,color=clinical_data1$gender ))+geom_point()+ggtitle("PCA gender")+labs(color='')+
theme(plot.title = element_text(hjust = 0.5))
ggplot(df_out,aes(x=PC1,y=PC2,color=clinical_data1$years_to_birth ))+geom_point()+ggtitle("PCA years_to_birth")+labs(color='')+
theme(plot.title = element_text(hjust = 0.5))
ggplot(df_out,aes(x=PC1,y=PC2,color=clinical_data1$Tumor_purity))+geom_point()+ggtitle("PCA Tumor_purity")+labs(color='')+
theme(plot.title = element_text(hjust = 0.5))
ggplot(df_out,aes(x=PC1,y=PC2,color=clinical_data1$histological_type))+geom_point()+ggtitle("PCA histological_type")+labs(color='')+
theme(plot.title = element_text(hjust = 0.5))
ggplot(df_out,aes(x=PC1,y=PC2,color=clinical_data1$overall_survival ))+geom_point()+ggtitle("PCA overall_survival")+labs(color='')+
theme(plot.title = element_text(hjust = 0.5))
# We are interested to look at the effect of the below factors on changing the RNAseq
interested_factors=c("Row.Names","years_to_birth","pathology_T_stage","gender","histological_type")
samples_meta_interested=subset(clinical_data1,select= interested_factors)
#samples_meta_interested$ers_quartile=factor(samples_meta_interested$ers_quartile)
#rownames(samples_meta_interested)=samples_meta_interested$SAMPLE_NAME
#samples_meta_interested$SAMPLE_NAME=NULL
str(samples_meta_interested)## 'data.frame': 1024 obs. of 5 variables:
## $ Row.Names : chr "TCGA.5L.AAT0" "TCGA.5L.AAT1" "TCGA.A1.A0SP" "TCGA.A2.A04V" ...
## $ years_to_birth : int 42 63 40 39 53 62 71 44 66 79 ...
## $ pathology_T_stage: chr "t2" "t2" "t2" "t2" ...
## $ gender : chr "female" "female" "female" "female" ...
## $ histological_type: chr "infiltratinglobularcarcinoma" "infiltratinglobularcarcinoma" "infiltratingductalcarcinoma" "infiltratingductalcarcinoma" ...#head(samples_meta_interested)
F_for_all1=matrix(0,nrow=ncol(samples_meta_interested),ncol = ncol(rna_seq_data2))
cobre_all<-cbind(samples_meta_interested,rna_seq_data2)
#design <- model.matrix(~cobre_all$group_hmdb,data=cobre_all)
for (i in 1:ncol(rna_seq_data2)){
lm.out2 = lm(cobre_all[,(i+ncol(samples_meta_interested))] ~ years_to_birth+pathology_T_stage+gender+histological_type,
data=cobre_all, na.action=na.omit) #
aa=summary(lm.out2)
F_for_all1[nrow(F_for_all1),i]=mean(aa$coefficients[,2])
#do not care about sequentional
library("car")
zz=Anova(lm.out2)
zz=na.omit(zz)
F_for_all1[1:(nrow(F_for_all1)-1),i]=zz$`F value`
}## Loading required package: carData##
## Attaching package: 'car'## The following object is masked from 'package:dplyr':
##
## recode## The following object is masked from 'package:purrr':
##
## somezz1=apply(F_for_all1,1,mean)
zz1=as.data.frame(t(zz1))
dim(zz1)## [1] 1 5colnames(zz1)=c(c(interested_factors[-1],"error"))
library(ggplot2)
library(reshape)##
## Attaching package: 'reshape'## The following object is masked from 'package:lubridate':
##
## stamp## The following object is masked from 'package:dplyr':
##
## rename## The following objects are masked from 'package:tidyr':
##
## expand, smithszz2=melt(zz1)## Using as id variablesggplot(data=zz2,aes(x=variable,y=value))+
geom_bar(stat="identity",fill="steelblue")+
labs(title="Sources of variation (Overall) ",x="", y = "Mean F Ratio")+
theme(plot.title = element_text(hjust = 0.5))+ theme(axis.text.x = element_text(angle = 45, hjust = 1))
#See different pca and clusters on different features of datalibrary(edgeR)## Loading required package: limmalibrary(limma)
my_vlocano_plot=function(tt1,ct){
celltype=ct
pax2wtGgplot1= tt1 %>% rownames_to_column("gene") %>%
mutate(threshold=ifelse( (logFC<=-0.001 & adj.P.Val < 0.05),'Down',
ifelse( (logFC>=0.001 & adj.P.Val< 0.05),'Up',
ifelse( ( adj.P.Val >= 0.05),'Not sig','NA'))),
name=ifelse (-log10(adj.P.Val)>20, gene,'NA'))
p=ggplot(pax2wtGgplot1,aes(x=logFC, y=-log10(adj.P.Val))) +
geom_point(aes(color=threshold))+
scale_color_manual(values=c("blue", "gray", "red"))+
#scale_color_manual(values=c("blue", "red"))+
theme( plot.title = element_text(hjust = 0.5,size=20,face = "bold"),
axis.text.x = element_text(color = "grey20", size = 15, angle = 45, hjust = .5, vjust = 0.5, face = "plain"),
axis.text.y = element_text(color = "grey20", size = 15, angle = 0, hjust = 1, vjust = 0, face = "plain"),
axis.title.x = element_text(color = "grey20", size = 20, angle = 0, hjust = .5, vjust = 0, face = "plain"),
axis.title.y = element_text(color = "grey20", size = 20, angle = 90, hjust = .5, vjust = .5, face = "plain"),
#legend.title=element_text(size=20),
legend.title=element_blank(), # remove legend title name
legend.text = element_text(size=20,face="plain"),
strip.text = element_text(size = 20,face="plain") ,
#legend.position="none",
# for transparent background
panel.background = element_rect(fill = "transparent"), # bg of the panel
plot.background = element_rect(fill = "transparent", color = NA), # bg of the plot
panel.grid.major = element_blank(), # get rid of major grid
panel.grid.minor = element_blank(), # get rid of minor grid
legend.background = element_rect(color = 0), # get rid of legend bg
# legend.box.background = element_rect(fill = "transparent"), # get rid of legend panel bg
axis.line = element_line(colour = "black") # adding a black line for x and y axis
)+ggtitle(celltype)+ # scale_x_continuous(limits = c(-3, 3))+
geom_hline(yintercept = -log10(0.05), linetype = "dashed")
#ggsave("volcano_plot_adjusted.pdf", plot = last_plot(), device = NULL, path = NULL,
# scale = 1, width = 10, height = 10, units = c("in", "cm", "mm"),
# dpi = 300, limitsize = TRUE,bg = "transparent")
print(p)
}type = as.character(clinical_data1$pathology_T_stage)
design <- model.matrix(~0+factor(type))
colnames(design) <- levels(factor(type))
contrast<-makeContrasts(t1-t2,levels=design)
fit <- lmFit(as.matrix(t(rna_seq_data2)), design)
fit2 <- contrasts.fit(fit, contrast)
fit2 <- eBayes(fit2)
DEGs=topTable(fit2, adjust.method='fdr', number=999999999,p.value=1,coef = 1)
dim(DEGs)## [1] 16025 6tail(DEGs)## logFC AveExpr t P.Value adj.P.Val B
## ARHGAP24 3.639494e-05 7.402574 5.480949e-04 0.9995628 0.9998748 -5.341468
## APOBEC2 2.284308e-05 1.242571 4.079140e-04 0.9996746 0.9999159 -5.341468
## DAP3 1.209450e-05 11.574458 3.400616e-04 0.9997287 0.9999159 -5.341468
## IL10RA 1.662806e-05 8.650162 1.887613e-04 0.9998494 0.9999665 -5.341468
## LOC389705 -8.272715e-06 2.276718 -1.202259e-04 0.9999041 0.9999665 -5.341468
## SNAPC1 2.335015e-07 7.532575 6.475121e-06 0.9999948 0.9999948 -5.341468summary(DEGs)## logFC AveExpr t P.Value
## Min. :-0.890904 Min. : 1.133 Min. :-3.90621 Min. :0.0000098
## 1st Qu.:-0.048190 1st Qu.: 6.328 1st Qu.:-0.76627 1st Qu.:0.2238300
## Median :-0.001920 Median : 8.586 Median :-0.02987 Median :0.4774598
## Mean :-0.004999 Mean : 8.056 Mean :-0.04884 Mean :0.4820143
## 3rd Qu.: 0.041541 3rd Qu.: 9.989 3rd Qu.: 0.65858 3rd Qu.:0.7339516
## Max. : 0.555519 Max. :16.470 Max. : 4.44459 Max. :0.9999948
## adj.P.Val B
## Min. :0.1565 Min. :-5.341
## 1st Qu.:0.8950 1st Qu.:-5.297
## Median :0.9530 Median :-5.146
## Mean :0.9292 Mean :-4.916
## 3rd Qu.:0.9780 3rd Qu.:-4.767
## Max. :1.0000 Max. : 2.234my_vlocano_plot(DEGs,'t1 vs t2')
write.csv(DEGs,'C://Users//Fix-Dell//Downloads//t_pathology stages stastical_t1-t2.csv')type = as.character(clinical_data1$pathology_T_stage)
design <- model.matrix(~0+factor(type))
colnames(design) <- levels(factor(type))
contrast<-makeContrasts(t2-t3,levels=design)
fit <- lmFit(as.matrix(t(rna_seq_data2)), design)
fit2 <- contrasts.fit(fit, contrast)
fit2 <- eBayes(fit2)
DEGs=topTable(fit2, adjust.method='fdr', number=999999999,p.value=1,coef = 1)
dim(DEGs)## [1] 16025 6tail(DEGs)## logFC AveExpr t P.Value adj.P.Val B
## RGP1 1.465365e-05 7.098862 1.633003e-04 0.9998697 0.9999827 -5.138882
## SLC39A7 8.018208e-06 12.038324 1.338662e-04 0.9998932 0.9999827 -5.138882
## CRCP 3.431851e-06 10.084113 8.749401e-05 0.9999302 0.9999827 -5.138882
## BAIAP2 -6.760786e-06 10.228641 -8.511863e-05 0.9999321 0.9999827 -5.138882
## PTPN12 -4.178651e-06 10.976578 -8.283167e-05 0.9999339 0.9999827 -5.138882
## ZNF528 -2.262831e-06 7.981681 -2.163599e-05 0.9999827 0.9999827 -5.138882summary(DEGs)## logFC AveExpr t P.Value
## Min. :-0.92588 Min. : 1.133 Min. :-3.7947 Min. :0.0001565
## 1st Qu.:-0.03651 1st Qu.: 6.328 1st Qu.:-0.4712 1st Qu.:0.2801648
## Median : 0.01205 Median : 8.586 Median : 0.1593 Median :0.5223489
## Mean : 0.01315 Mean : 8.056 Mean : 0.1362 Mean :0.5196591
## 3rd Qu.: 0.06436 3rd Qu.: 9.989 3rd Qu.: 0.7779 3rd Qu.:0.7617928
## Max. : 0.74571 Max. :16.470 Max. : 3.2633 Max. :0.9999827
## adj.P.Val B
## Min. :0.9999 Min. :-5.1389
## 1st Qu.:0.9999 1st Qu.:-5.1084
## Median :0.9999 Median :-5.0030
## Mean :0.9999 Mean :-4.8549
## 3rd Qu.:0.9999 3rd Qu.:-4.7518
## Max. :1.0000 Max. :-0.4055my_vlocano_plot(DEGs,'t2 vs t3')
write.csv(DEGs,'C://Users//Fix-Dell//Downloads//t_pathology stages stastical_t2-t3.csv')type = as.character(clinical_data1$pathology_T_stage)
design <- model.matrix(~0+factor(type))
colnames(design) <- levels(factor(type))
contrast<-makeContrasts(t3-t4,levels=design)
fit <- lmFit(as.matrix(t(rna_seq_data2)), design)
fit2 <- contrasts.fit(fit, contrast)
fit2 <- eBayes(fit2)
DEGs=topTable(fit2, adjust.method='fdr', number=999999999,p.value=1,coef = 1)
dim(DEGs)## [1] 16025 6tail(DEGs)## logFC AveExpr t P.Value adj.P.Val B
## C14orf28 -6.544699e-05 6.448817 -5.853922e-04 0.9995330 0.9997965 -5.88544
## HOXA5 1.369647e-04 4.351935 5.199877e-04 0.9995852 0.9997965 -5.88544
## MARS 3.997921e-05 10.920459 4.897928e-04 0.9996093 0.9997965 -5.88544
## RUVBL1 4.297297e-05 10.217107 4.027781e-04 0.9996787 0.9998035 -5.88544
## POLE 3.276507e-05 9.976333 3.068977e-04 0.9997552 0.9998176 -5.88544
## GNAI3 -4.261954e-06 11.207278 -5.353652e-05 0.9999573 0.9999573 -5.88544summary(DEGs)## logFC AveExpr t P.Value
## Min. :-1.86344 Min. : 1.133 Min. :-4.9527 Min. :0.0000009
## 1st Qu.:-0.22142 1st Qu.: 6.328 1st Qu.:-1.3462 1st Qu.:0.0732320
## Median :-0.03680 Median : 8.586 Median :-0.2513 Median :0.2775783
## Mean :-0.05495 Mean : 8.056 Mean :-0.2540 Mean :0.3558322
## 3rd Qu.: 0.12177 3rd Qu.: 9.989 3rd Qu.: 0.8249 3rd Qu.:0.6041468
## Max. : 1.95839 Max. :16.470 Max. : 4.2970 Max. :0.9999573
## adj.P.Val B
## Min. :0.006104 Min. :-5.885
## 1st Qu.:0.292873 1st Qu.:-5.761
## Median :0.555098 Median :-5.340
## Mean :0.546646 Mean :-4.855
## 3rd Qu.:0.805487 3rd Qu.:-4.400
## Max. :0.999957 Max. : 5.317my_vlocano_plot(DEGs,'t3 vs t4')
write.csv(DEGs,'C://Users//Fix-Dell//Downloads//t_pathology stages stastical_t3-t4.csv')type = as.character(clinical_data1$pathology_T_stage)
design <- model.matrix(~0+factor(type))
colnames(design) <- levels(factor(type))
contrast<-makeContrasts(t1-t3,levels=design)
fit <- lmFit(as.matrix(t(rna_seq_data2)), design)
fit2 <- contrasts.fit(fit, contrast)
fit2 <- eBayes(fit2)
DEGs=topTable(fit2, adjust.method='fdr', number=999999999,p.value=1,coef = 1)
dim(DEGs)## [1] 16025 6tail(DEGs)## logFC AveExpr t P.Value adj.P.Val B
## DTX3L -2.599663e-05 11.127576 -3.537790e-04 0.9997178 0.9999515 -5.07889
## DUSP10 3.204941e-05 8.610106 2.860376e-04 0.9997718 0.9999515 -5.07889
## PMM1 -1.567097e-05 8.803621 -2.397436e-04 0.9998088 0.9999515 -5.07889
## SLC16A7 1.766423e-05 4.141086 1.154439e-04 0.9999079 0.9999515 -5.07889
## C6orf145 -8.989332e-06 8.860330 -8.235120e-05 0.9999343 0.9999515 -5.07889
## PTK2B 5.289163e-06 9.182450 6.075784e-05 0.9999515 0.9999515 -5.07889summary(DEGs)## logFC AveExpr t P.Value
## Min. :-0.880015 Min. : 1.133 Min. :-3.64411 Min. :0.0002818
## 1st Qu.:-0.049787 1st Qu.: 6.328 1st Qu.:-0.57361 1st Qu.:0.2563556
## Median : 0.009855 Median : 8.586 Median : 0.11702 Median :0.4961881
## Mean : 0.008150 Mean : 8.056 Mean : 0.09047 Mean :0.5012952
## 3rd Qu.: 0.067856 3rd Qu.: 9.989 3rd Qu.: 0.77766 3rd Qu.:0.7441457
## Max. : 0.758871 Max. :16.470 Max. : 3.58794 Max. :0.9999515
## adj.P.Val B
## Min. :0.9850 Min. :-5.0789
## 1st Qu.:0.9850 1st Qu.:-5.0458
## Median :0.9850 Median :-4.9351
## Mean :0.9886 Mean :-4.7925
## 3rd Qu.:0.9920 3rd Qu.:-4.6790
## Max. :1.0000 Max. :-0.9949my_vlocano_plot(DEGs,'t1 vs t3')
write.csv(DEGs,'C://Users//Fix-Dell//Downloads//t_pathology stages stastical_t1-t3.csv')type = as.character(clinical_data1$pathology_T_stage)
design <- model.matrix(~0+factor(type))
colnames(design) <- levels(factor(type))
contrast<-makeContrasts(t1-t4,levels=design)
fit <- lmFit(as.matrix(t(rna_seq_data2)), design)
fit2 <- contrasts.fit(fit, contrast)
fit2 <- eBayes(fit2)
DEGs=topTable(fit2, adjust.method='fdr', number=999999999,p.value=1,coef = 1)
dim(DEGs)## [1] 16025 6tail(DEGs)## logFC AveExpr t P.Value adj.P.Val B
## RFTN1 -1.688400e-04 9.310785 -0.0010649241 0.9991505 0.9994529 -5.90896
## TDRD5 3.271454e-04 7.036530 0.0009986407 0.9992034 0.9994529 -5.90896
## DPP4 2.154468e-04 7.062091 0.0007828044 0.9993756 0.9995627 -5.90896
## ABCA8 1.850069e-04 5.575309 0.0004253828 0.9996607 0.9997855 -5.90896
## ZNF280C -1.432235e-05 6.617142 -0.0001162229 0.9999073 0.9999572 -5.90896
## SEMA3G -1.261590e-05 8.399491 -0.0000536915 0.9999572 0.9999572 -5.90896summary(DEGs)## logFC AveExpr t P.Value
## Min. :-2.0406 Min. : 1.133 Min. :-5.0828 Min. :0.0000004
## 1st Qu.:-0.1965 1st Qu.: 6.328 1st Qu.:-1.2688 1st Qu.:0.0778415
## Median :-0.0247 Median : 8.586 Median :-0.1774 Median :0.2852712
## Mean :-0.0468 Mean : 8.056 Mean :-0.2152 Mean :0.3602680
## 3rd Qu.: 0.1209 3rd Qu.: 9.989 3rd Qu.: 0.8617 3rd Qu.:0.6099401
## Max. : 1.9321 Max. :16.470 Max. : 4.4775 Max. :0.9999572
## adj.P.Val B
## Min. :0.002895 Min. :-5.909
## 1st Qu.:0.311308 1st Qu.:-5.788
## Median :0.570507 Median :-5.379
## Mean :0.555272 Mean :-4.879
## 3rd Qu.:0.813237 3rd Qu.:-4.465
## Max. :0.999957 Max. : 5.927my_vlocano_plot(DEGs,'t1 vs t4')
write.csv(DEGs,'C://Users//Fix-Dell//Downloads//t_pathology stages stastical_t1-t4.csv')type = as.character(clinical_data1$pathology_T_stage)
design <- model.matrix(~0+factor(type))
colnames(design) <- levels(factor(type))
contrast<-makeContrasts(t2-t4,levels=design)
fit <- lmFit(as.matrix(t(rna_seq_data2)), design)
fit2 <- contrasts.fit(fit, contrast)
fit2 <- eBayes(fit2)
DEGs=topTable(fit2, adjust.method='fdr', number=999999999,p.value=1,coef = 1)
dim(DEGs)## [1] 16025 6tail(DEGs)## logFC AveExpr t P.Value adj.P.Val B
## THRA -8.968523e-05 9.291582 -6.156160e-04 0.9995089 0.9998209 -5.97904
## KIAA0652 -2.953966e-05 10.831027 -4.688486e-04 0.9996260 0.9998562 -5.97904
## KLRC1 -9.528070e-05 2.369757 -3.643574e-04 0.9997094 0.9998562 -5.97904
## LOC100192378 7.160076e-05 2.511120 3.367400e-04 0.9997314 0.9998562 -5.97904
## CRAMP1L -1.081545e-05 9.801465 -9.537336e-05 0.9999239 0.9999654 -5.97904
## CHRNA5 1.303138e-05 5.245711 4.338374e-05 0.9999654 0.9999654 -5.97904summary(DEGs)## logFC AveExpr t P.Value
## Min. :-2.17761 Min. : 1.133 Min. :-5.1340 Min. :0.0000003
## 1st Qu.:-0.20941 1st Qu.: 6.328 1st Qu.:-1.4205 1st Qu.:0.0452472
## Median :-0.02926 Median : 8.586 Median :-0.2180 Median :0.2245106
## Mean :-0.04180 Mean : 8.056 Mean :-0.2012 Mean :0.3231964
## 3rd Qu.: 0.13771 3rd Qu.: 9.989 3rd Qu.: 0.9944 3rd Qu.:0.5637113
## Max. : 1.89318 Max. :16.470 Max. : 4.7602 Max. :0.9999654
## adj.P.Val B
## Min. :0.003266 Min. :-5.979
## 1st Qu.:0.180955 1st Qu.:-5.823
## Median :0.448993 Median :-5.287
## Mean :0.468403 Mean :-4.677
## 3rd Qu.:0.751599 3rd Qu.:-4.098
## Max. :0.999965 Max. : 6.218my_vlocano_plot(DEGs,'t2 vs t4')
write.csv(DEGs,'C://Users//Fix-Dell//Downloads//t_pathology stages stastical_t2-t4.csv')type = as.character(clinical_data1$gender)
design <- model.matrix(~0+factor(type))
colnames(design) <- levels(factor(type))
contrast<-makeContrasts(female-male,levels=design)
fit <- lmFit(as.matrix(t(rna_seq_data2)), design)
fit2 <- contrasts.fit(fit, contrast)
fit2 <- eBayes(fit2)
DEGs=topTable(fit2, adjust.method='fdr', number=999999999,p.value=1,coef = 1)
dim(DEGs)## [1] 16025 6tail(DEGs)## logFC AveExpr t P.Value adj.P.Val B
## MYH3 1.123847e-04 4.092853 3.296153e-04 0.9997371 0.9999630 -4.694152
## PRKAA2 -1.469038e-04 7.400996 -2.364254e-04 0.9998114 0.9999630 -4.694152
## MYST4 7.164032e-05 10.395196 2.296325e-04 0.9998168 0.9999630 -4.694152
## GHRLOS -3.942688e-05 3.217811 -1.578478e-04 0.9998741 0.9999630 -4.694152
## CHRNE -3.883399e-05 4.080237 -1.246274e-04 0.9999006 0.9999630 -4.694152
## UBE2G2 5.237154e-06 10.590080 4.123276e-05 0.9999671 0.9999671 -4.694152summary(DEGs)## logFC AveExpr t P.Value
## Min. :-2.37969 Min. : 1.133 Min. :-3.2468 Min. :0.001205
## 1st Qu.:-0.21061 1st Qu.: 6.328 1st Qu.:-0.8021 1st Qu.:0.254142
## Median :-0.02909 Median : 8.586 Median :-0.1263 Median :0.495006
## Mean :-0.05784 Mean : 8.056 Mean :-0.1203 Mean :0.500054
## 3rd Qu.: 0.12587 3rd Qu.: 9.989 3rd Qu.: 0.5604 3rd Qu.:0.739968
## Max. : 1.71694 Max. :16.470 Max. : 2.8561 Max. :0.999967
## adj.P.Val B
## Min. :0.9846 Min. :-4.694
## 1st Qu.:0.9846 1st Qu.:-4.684
## Median :0.9846 Median :-4.652
## Mean :0.9869 Mean :-4.613
## 3rd Qu.:0.9862 3rd Qu.:-4.577
## Max. :1.0000 Max. :-3.755write.csv(DEGs,'C://Users//Fix-Dell//Downloads//gender stastical.csv')
my_vlocano_plot(DEGs,'female vs male')
type = as.character(clinical_data1$pathology_T_stage)
design <- model.matrix(~0+factor(type))
colnames(design) <- levels(factor(type))
contrast<-makeContrasts(t1-t2,t1-t4,t1-t3,t2-t3,t1-t4,t2-t4,levels=design)
fit <- lmFit(as.matrix(t(rna_seq_data2)), design)
fit2 <- contrasts.fit(fit, contrast)
fit2 <- eBayes(fit2)
DEGs=topTable(fit2, adjust.method='fdr', number=999999999,p.value=1,coef = 1)
dim(DEGs)## [1] 16025 6tail(DEGs)## logFC AveExpr t P.Value adj.P.Val B
## ARHGAP24 3.639494e-05 7.402574 5.480949e-04 0.9995628 0.9998748 -5.341468
## APOBEC2 2.284308e-05 1.242571 4.079140e-04 0.9996746 0.9999159 -5.341468
## DAP3 1.209450e-05 11.574458 3.400616e-04 0.9997287 0.9999159 -5.341468
## IL10RA 1.662806e-05 8.650162 1.887613e-04 0.9998494 0.9999665 -5.341468
## LOC389705 -8.272715e-06 2.276718 -1.202259e-04 0.9999041 0.9999665 -5.341468
## SNAPC1 2.335015e-07 7.532575 6.475121e-06 0.9999948 0.9999948 -5.341468summary(DEGs)## logFC AveExpr t P.Value
## Min. :-0.890904 Min. : 1.133 Min. :-3.90621 Min. :0.0000098
## 1st Qu.:-0.048190 1st Qu.: 6.328 1st Qu.:-0.76627 1st Qu.:0.2238300
## Median :-0.001920 Median : 8.586 Median :-0.02987 Median :0.4774598
## Mean :-0.004999 Mean : 8.056 Mean :-0.04884 Mean :0.4820143
## 3rd Qu.: 0.041541 3rd Qu.: 9.989 3rd Qu.: 0.65858 3rd Qu.:0.7339516
## Max. : 0.555519 Max. :16.470 Max. : 4.44459 Max. :0.9999948
## adj.P.Val B
## Min. :0.1565 Min. :-5.341
## 1st Qu.:0.8950 1st Qu.:-5.297
## Median :0.9530 Median :-5.146
## Mean :0.9292 Mean :-4.916
## 3rd Qu.:0.9780 3rd Qu.:-4.767
## Max. :1.0000 Max. : 2.234my_vlocano_plot(DEGs,'all t_pathology stages')
write.csv(DEGs,'C://Users//Fix-Dell//Downloads//all t_pathology stages stastical.csv')# We see that there are significance and difference between some groups together as
# t1,t4
# t2,t4
# t3,t4
#( that genes of that have low expressed in place or high ,
#that we have differences in the data obtained for different samples)
# but all t stages together there no significance between them ( that genes of that not low expressed in place or high
#that we do not have differences in the data obtained for different samples)#Enrichment Analysis # Load Limma product:
# apply the threshold for filteration
# check DEGs number
t1_vs_t2 <- read.csv("C://Users//Fix-Dell//Downloads//t_pathology stages stastical_t1-t2.csv", row.names=1)
DEGs_t1_vs_t2 <- t1_vs_t2 %>% filter(adj.P.Val<0.05)
dim(DEGs_t1_vs_t2)## [1] 0 6# There is No DEGs in t1_vs_t2 design t1_vs_t3 <- read.csv("C://Users//Fix-Dell//Downloads//t_pathology stages stastical_t1-t3.csv", row.names=1)
DEGs_t1_vs_t3 <- t1_vs_t3 %>% filter(adj.P.Val<0.05)
dim(DEGs_t1_vs_t3)## [1] 0 6# There is No DEGs in t1_vs_t3 designt2_vs_t3 <- read.csv("C://Users//Fix-Dell//Downloads//t_pathology stages stastical_t2-t3.csv", row.names=1)
DEGs_t2_vs_t3 <- t2_vs_t3 %>% filter(adj.P.Val<0.05)
dim(DEGs_t2_vs_t3)## [1] 0 6# There is No DEGs in t2_vs_t3 designt1_vs_t4 <- read.csv("C://Users//Fix-Dell//Downloads//t_pathology stages stastical_t1-t4.csv", row.names=1)
DEGs_t1_vs_t4 <- t1_vs_t4 %>% filter(adj.P.Val<0.05)
dim(DEGs_t1_vs_t4)## [1] 249 6degs.genes_t1_vs_t4=rownames(DEGs_t1_vs_t4)
# There are 305 DEGs in t1_vs_t4 designt2_vs_t4 <- read.csv("C://Users//Fix-Dell//Downloads//t_pathology stages stastical_t2-t4.csv", row.names=1)
DEGs_t2_vs_t4 <- t2_vs_t4 %>% filter(adj.P.Val<0.05)
dim(DEGs_t2_vs_t4) ## [1] 1279 6degs.genes_t2_vs_t4=rownames(DEGs_t2_vs_t4)
# There are 1242 DEGs in t2_vs_t4 designt3_vs_t4 <- read.csv("C://Users//Fix-Dell//Downloads//t_pathology stages stastical_t3-t4.csv", row.names=1)
DEGs_t3_vs_t4 <- t3_vs_t4 %>% filter(adj.P.Val<0.05)
dim(DEGs_t3_vs_t4)## [1] 205 6degs.genes_t3_vs_t4=rownames(DEGs_t3_vs_t4)
# There are 189 DEGs in t3_vs_t4 design# To Know the intersection between the three designs:
# UpSet plot
library(UpSetR)##
## Attaching package: 'UpSetR'## The following object is masked from 'package:lattice':
##
## histogramlistInput=list(degs.genes_t1_vs_t4,degs.genes_t2_vs_t4,degs.genes_t3_vs_t4)
names(listInput)=c("degs.genes_t1_vs_t4","degs.genes_t2_vs_t4","degs.genes_t3_vs_t4")
upset(fromList(listInput), order.by = "freq",text.scale=2,point.size=6)
# Venn digram
library(limma)
universe <- sort(unique(c(degs.genes_t1_vs_t4,degs.genes_t2_vs_t4,degs.genes_t3_vs_t4)))
Counts <- matrix(0, nrow=length(universe), ncol=3)
for (i in 1:length(universe)) {
Counts[i,1] <- universe[i] %in% degs.genes_t1_vs_t4
Counts[i,2] <- universe[i] %in% degs.genes_t2_vs_t4
Counts[i,3] <- universe[i] %in% degs.genes_t3_vs_t4
}
colnames(Counts) <- c("degs.genes_t1_vs_t4","degs.genes_t2_vs_t4","degs.genes_t3_vs_t4")
cols<-c("Red", "Green", "Blue")
vennDiagram(vennCounts(Counts), circle.col=cols,cex=0.9)
# to get the genes intersect in the 3 sets
Intersect_degs_genes <- Reduce(intersect, listInput)
# The t2_vs_t4 design is contribution for the majority of DEGs. There for we used these design in pathways enrichment analysis
# Export them to a gene list to start the gene set enrichment analysis.
write.table(degs.genes_t2_vs_t4, file="degs.genes_t2_vs_t4.csv", quote = F, col.names = F, row.names = F)# We integrate all of degs and to know the degs that shared by the significance of all of
#different groups#########
##### Pathways Enrichment Analysis:
## There are 2 ways: Hypergometric test & GSEA
## Hypergometric test
## There are 2 methods to do it:
## ConsensusPathDB & EnricherR
##########
## EnricherR
library(enrichR)## Welcome to enrichR
## Checking connection ...## Enrichr ... Connection is Live!
## FlyEnrichr ... Connection is available!
## WormEnrichr ... Connection is available!
## YeastEnrichr ... Connection is available!
## FishEnrichr ... Connection is available!
## OxEnrichr ... Connection is available!# database:
dbs <- c("KEGG_2021_Human","Reactome_2022","GO_Biological_Process_2021","GO_Cellular_Component_2021","GO_Molecular_Function_2021")
# DEGs:
d1 = degs.genes_t2_vs_t4
enriched <- enrichr(d1 , dbs)## Uploading data to Enrichr... Done.
## Querying KEGG_2021_Human... Done.
## Querying Reactome_2022... Done.
## Querying GO_Biological_Process_2021... Done.
## Querying GO_Cellular_Component_2021... Done.
## Querying GO_Molecular_Function_2021... Done.
## Parsing results... Done.# plot enrichment
plotEnrich(enriched[[1]], showTerms = 20, numChar = 40, y = "Count", orderBy = "P.value",
title=paste0(length(d1),'_','','_','_',dbs[1]))
plotEnrich(enriched[[2]], showTerms = 20, numChar = 40, y = "Count", orderBy = "P.value",
title=paste0(length(d1),'_','','_','_',dbs[2]))
plotEnrich(enriched[[3]], showTerms = 20, numChar = 40, y = "Count", orderBy = "P.value",
title=paste0(length(d1),'_','','_','_',dbs[3]))
plotEnrich(enriched[[4]], showTerms = 20, numChar = 40, y = "Count", orderBy = "P.value",
title=paste0(length(d1),'_','','_',dbs[4]))
plotEnrich(enriched[[5]], showTerms = 20, numChar = 40, y = "Count", orderBy = "P.value",
title=paste0(length(d1),'_','','_',dbs[5]))
KEGG_Enrichr <- enriched[[1]]
Enrichr_significant_KEGG_pathways <- KEGG_Enrichr[KEGG_Enrichr$Adjusted.P.value < 0.05 , ]
Enrichr_significant_KEGG_pathways <- Enrichr_significant_KEGG_pathways$Term
Reactome_Enrichr <- enriched[[2]]
Enrichr_significant_Reactome_pathways <- Reactome_Enrichr[Reactome_Enrichr$Adjusted.P.value < 0.05 , ]
Enrichr_significant_Reactome_pathways <- Enrichr_significant_Reactome_pathways$Term
##############################
# Apply a threshold to separate the pathways into up and down regulated:
# database:
dbs <- c("KEGG_2021_Human","Reactome_2022","GO_Biological_Process_2021","GO_Cellular_Component_2021","GO_Molecular_Function_2021")
# DEGs upregulated
d1= t2_vs_t4 %>% filter(logFC > 0 & adj.P.Val <0.05) %>% rownames
enriched <- enrichr(d1 , dbs)## Uploading data to Enrichr... Done.
## Querying KEGG_2021_Human... Done.
## Querying Reactome_2022... Done.
## Querying GO_Biological_Process_2021... Done.
## Querying GO_Cellular_Component_2021... Done.
## Querying GO_Molecular_Function_2021... Done.
## Parsing results... Done.plotEnrich(enriched[[1]], showTerms = 20, numChar = 40, y = "Count", orderBy = "P.value",
title=paste0(length(d1),'_','Up','_','_',dbs[1]))
plotEnrich(enriched[[2]], showTerms = 20, numChar = 40, y = "Count", orderBy = "P.value",
title=paste0(length(d1),'_','Up','_','_',dbs[2]))
plotEnrich(enriched[[3]], showTerms = 20, numChar = 40, y = "Count", orderBy = "P.value",
title=paste0(length(d1),'_','Up','_','_',dbs[3]))
plotEnrich(enriched[[4]], showTerms = 20, numChar = 40, y = "Count", orderBy = "P.value",
title=paste0(length(d1),'_','Up','_',dbs[4]))
plotEnrich(enriched[[5]], showTerms = 20, numChar = 40, y = "Count", orderBy = "P.value",
title=paste0(length(d1),'_','','_',dbs[5]))
#######################################
# DEGS down regulated
d1= t2_vs_t4 %>% filter(logFC < 0 & adj.P.Val <0.05) %>% rownames
if(length(d1)==0){skipped_cell=append(i,skipped_cell);next}
enriched <- enrichr(d1 , dbs)## Uploading data to Enrichr... Done.
## Querying KEGG_2021_Human... Done.
## Querying Reactome_2022... Done.
## Querying GO_Biological_Process_2021... Done.
## Querying GO_Cellular_Component_2021... Done.
## Querying GO_Molecular_Function_2021... Done.
## Parsing results... Done.plotEnrich(enriched[[1]], showTerms = 20, numChar = 40, y = "Count", orderBy = "P.value",
title=paste0(length(d1),'_','Down','_','_',dbs[1]))
plotEnrich(enriched[[2]], showTerms = 20, numChar = 40, y = "Count", orderBy = "P.value",
title=paste0(length(d1),'_','DOWN','_','_',dbs[2]))
plotEnrich(enriched[[3]], showTerms = 20, numChar = 40, y = "Count", orderBy = "P.value",
title=paste0(length(d1),'_','DOWN','_','_',dbs[3]))
plotEnrich(enriched[[4]], showTerms = 20, numChar = 40, y = "Count", orderBy = "P.value",
title=paste0(length(d1),'_','DOWN','_','_',dbs[4]))
plotEnrich(enriched[[5]], showTerms = 20, numChar = 40, y = "Count", orderBy = "P.value",
title=paste0(length(d1),'_','','_',dbs[5]))
## GSEA
library(fgsea)
library(msigdbr)
# To show the available collections.
C <- msigdbr_collections()
### KEGG
# first we need to choose pathway, then category c2 because we need kegg
geneSets <- msigdbr(species = "Homo sapiens", category = "C2", subcategory = "CP:KEGG")
### filter background to only include genes that we assessed.
geneSets$gene_symbol <- toupper(geneSets$gene_symbol)
temp = DEGs_t2_vs_t4
geneSets <- geneSets[geneSets$gene_symbol %in% rownames(temp),]
m_list <- geneSets %>% split(x = .$gene_symbol, f = .$gs_name)
stats <- temp[,1]
names(stats) <- rownames(temp)
eaRes <- fgsea(pathways = m_list, stats =stats,nperm=100)## Warning in fgsea(pathways = m_list, stats = stats, nperm = 100): You are trying
## to run fgseaSimple. It is recommended to use fgseaMultilevel. To run
## fgseaMultilevel, you need to remove the nperm argument in the fgsea function
## call.eaRes <- fgsea(pathways = m_list, stats =stats)
ooEA <- order(eaRes$pval, decreasing = FALSE)
eaRes=eaRes[ooEA,]
# print(head(eaRes))
eaRes.significant = eaRes[eaRes$padj < 0.05, ]
GSEA.significant.KEGG.pathways = eaRes.significant$pathway
### REACTOME
geneSets <- msigdbr(species = "Homo sapiens", category = "C2", subcategory = "CP:REACTOME")
geneSets$gene_symbol <- toupper(geneSets$gene_symbol)
temp= DEGs_t2_vs_t4
geneSets <- geneSets[geneSets$gene_symbol %in% rownames(temp),]
m_list <- geneSets %>% split(x = .$gene_symbol, f = .$gs_name)
stats <- temp[,1]
names(stats) <- rownames(temp)
eaRes <- fgsea(pathways = m_list, stats =stats,nperm=100)## Warning in fgsea(pathways = m_list, stats = stats, nperm = 100): You are trying
## to run fgseaSimple. It is recommended to use fgseaMultilevel. To run
## fgseaMultilevel, you need to remove the nperm argument in the fgsea function
## call.ooEA <- order(eaRes$pval, decreasing = FALSE)
eaRes=eaRes[ooEA,]
# print(head(eaRes))
eaRes.significant = eaRes[eaRes$padj < 0.05, ]
GSEA.significant.Reactome.pathways = eaRes.significant$pathway## GO:BP
geneSets <- msigdbr(species = "Homo sapiens", category = "C5", subcategory = "GO:BP")
geneSets$gene_symbol <- toupper(geneSets$gene_symbol)
temp= DEGs_t2_vs_t4
geneSets <- geneSets[geneSets$gene_symbol %in% rownames(temp),]
m_list <- geneSets %>% split(x = .$gene_symbol, f = .$gs_name)
stats <- temp[,1]
names(stats) <- rownames(temp)
eaRes <- fgsea(pathways = m_list, stats =stats)
ooEA <- order(eaRes$pval, decreasing = FALSE)
eaRes=eaRes[ooEA,]
# print(head(eaRes))
## GO:CC
geneSets <- msigdbr(species = "Homo sapiens", category = "C5", subcategory = "GO:CC")
geneSets$gene_symbol <- toupper(geneSets$gene_symbol)
temp= DEGs_t2_vs_t4
geneSets <- geneSets[geneSets$gene_symbol %in% rownames(temp),]
m_list <- geneSets %>% split(x = .$gene_symbol, f = .$gs_name)
stats <- temp[,1]
names(stats) <- rownames(temp)
eaRes <- fgsea(pathways = m_list, stats =stats)
ooEA <- order(eaRes$pval, decreasing = FALSE)
eaRes=eaRes[ooEA,]
# print(head(eaRes))
## GO:MF
geneSets <- msigdbr(species = "Homo sapiens", category = "C5", subcategory = "GO:MF")
geneSets$gene_symbol <- toupper(geneSets$gene_symbol)
temp= DEGs_t2_vs_t4
geneSets <- geneSets[geneSets$gene_symbol %in% rownames(temp),]
m_list <- geneSets %>% split(x = .$gene_symbol, f = .$gs_name)
stats <- temp[,1]
names(stats) <- rownames(temp)
eaRes <- fgsea(pathways = m_list, stats =stats)
ooEA <- order(eaRes$pval, decreasing = FALSE)
eaRes=eaRes[ooEA,]
# print(head(eaRes))organism = "org.Hs.eg.db"
# BiocManager::install(organism, character.only = TRUE)
library(organism, character.only = TRUE)## Loading required package: AnnotationDbi## Loading required package: stats4## Loading required package: BiocGenerics##
## Attaching package: 'BiocGenerics'## The following object is masked from 'package:limma':
##
## plotMA## The following object is masked from 'package:gridExtra':
##
## combine## The following objects are masked from 'package:lubridate':
##
## intersect, setdiff, union## The following objects are masked from 'package:dplyr':
##
## combine, intersect, setdiff, union## The following objects are masked from 'package:stats':
##
## IQR, mad, sd, var, xtabs## The following objects are masked from 'package:base':
##
## anyDuplicated, aperm, append, as.data.frame, basename, cbind,
## colnames, dirname, do.call, duplicated, eval, evalq, Filter, Find,
## get, grep, grepl, intersect, is.unsorted, lapply, Map, mapply,
## match, mget, order, paste, pmax, pmax.int, pmin, pmin.int,
## Position, rank, rbind, Reduce, rownames, sapply, setdiff, sort,
## table, tapply, union, unique, unsplit, which.max, which.min## Loading required package: Biobase## Welcome to Bioconductor
##
## Vignettes contain introductory material; view with
## 'browseVignettes()'. To cite Bioconductor, see
## 'citation("Biobase")', and for packages 'citation("pkgname")'.## Loading required package: IRanges## Loading required package: S4Vectors##
## Attaching package: 'S4Vectors'## The following objects are masked from 'package:reshape':
##
## expand, rename## The following objects are masked from 'package:lubridate':
##
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## expand.grid, I, unname##
## Attaching package: 'IRanges'## The following object is masked from 'package:lubridate':
##
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##
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##
## reduce## The following object is masked from 'package:grDevices':
##
## windows##
## Attaching package: 'AnnotationDbi'## The following object is masked from 'package:dplyr':
##
## select## library("clusterProfiler")## ## clusterProfiler v4.6.2 For help: https://yulab-smu.top/biomedical-knowledge-mining-book/
##
## If you use clusterProfiler in published research, please cite:
## T Wu, E Hu, S Xu, M Chen, P Guo, Z Dai, T Feng, L Zhou, W Tang, L Zhan, X Fu, S Liu, X Bo, and G Yu. clusterProfiler 4.0: A universal enrichment tool for interpreting omics data. The Innovation. 2021, 2(3):100141##
## Attaching package: 'clusterProfiler'## The following object is masked from 'package:AnnotationDbi':
##
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##
## filterdf = as.data.frame(t2_vs_t4)
original_gene_list <- df$logFC
# name the vector
names(original_gene_list) <- rownames(df)
# omit any NA values
gene_list<-na.omit(original_gene_list)
# sort the list in decreasing order (required for clusterProfiler)
gene_list = sort(gene_list, decreasing = TRUE)
gse <- gseGO(geneList=gene_list,
ont ="ALL",
keyType = "GENENAME",
nPerm = 10000,
minGSSize = 3,
maxGSSize = 800,
pvalueCutoff = 0.05,
verbose = TRUE,
OrgDb = organism,
pAdjustMethod = "none")## preparing geneSet collections...## GSEA analysis...## Warning in .GSEA(geneList = geneList, exponent = exponent, minGSSize =
## minGSSize, : We do not recommend using nPerm parameter incurrent and future
## releases## Warning in fgsea(pathways = geneSets, stats = geneList, nperm = nPerm, minSize
## = minGSSize, : You are trying to run fgseaSimple. It is recommended to use
## fgseaMultilevel. To run fgseaMultilevel, you need to remove the nperm argument
## in the fgsea function call.## leading edge analysis...## done...# In GSEA(geneList = geneList, exponent = exponent, minGSSize = minGSSize, :
# In fgsea(pathways = geneSets, stats = geneList, nperm = nPerm, minSize = minGSSize,
dotplot(gse, showCategory=10, split=".sign") 
cnetplot(gse, categorySize="pvalue", foldChange=gene_list, showCategory = 3)## Warning in cnetplot.enrichResult(x, ...): Use 'color.params = list(foldChange = your_value)' instead of 'foldChange'.
## The foldChange parameter will be removed in the next version.## Scale for size is already present.
## Adding another scale for size, which will replace the existing scale.
##########################################################
KEGG_Enrichr <- enriched[[1]]
Enrichr_significant_KEGG_pathways <- KEGG_Enrichr[KEGG_Enrichr$Adjusted.P.value < 0.05 , ]
Enrichr_significant_KEGG_pathways <- Enrichr_significant_KEGG_pathways$Term
Enrichr_significant_KEGG_pathways.new <- c("Ribosome" , "Coronavirus disease")
Reactome_Enrichr <- enriched[[2]]
Enrichr_significant_Reactome_pathways <- Reactome_Enrichr[Reactome_Enrichr$Adjusted.P.value < 0.05 , ]
Enrichr_significant_Reactome_pathways <- Enrichr_significant_Reactome_pathways$Term
eaRes.significant = eaRes[eaRes$padj < 0.05, ]
GSEA.significant.KEGG.pathways = eaRes.significant$pathway
GSEA.significant.KEGG.pathways.new <- c("Ribosome" , "NEUROACTIVE LIGAND RECEPTOR INTERACTION")
eaRes.significant = eaRes[eaRes$padj < 0.05, ]
GSEA.significant.Reactome.pathways = eaRes.significant$pathwaylibrary(UpSetR)
# Upset plot to see entersection between different ways of KEGG pathway
listInput=list(GSEA.significant.KEGG.pathways.new,Enrichr_significant_KEGG_pathways.new,GSEA.significant.KEGG.pathways.new)
names(listInput)=c("CPDB_significant_KEGG_pathways","Enrichr_significant_KEGG_pathways","GSEA.significant.KEGG.pathways")
upset(fromList(listInput), order.by = "freq",text.scale=2,point.size=6)